Overview
Brought to you by YData
Dataset statistics
| Number of variables | 152 |
|---|---|
| Number of observations | 67821 |
| Missing cells | 3253857 |
| Missing cells (%) | 31.6% |
| Total size in memory | 79.2 MiB |
| Average record size in memory | 1.2 KiB |
Variable types
| Numeric | 108 |
|---|---|
| Unsupported | 1 |
| Categorical | 24 |
| Text | 5 |
| DateTime | 11 |
| Boolean | 3 |
policy_code has constant value "1.0" | Constant |
hardship_type has constant value "INTEREST ONLY-3 MONTHS DEFERRAL" | Constant |
deferral_term has constant value "3.0" | Constant |
hardship_length has constant value "3.0" | Constant |
acc_now_delinq is highly overall correlated with delinq_amnt and 4 other fields | High correlation |
acc_open_past_24mths is highly overall correlated with mo_sin_rcnt_rev_tl_op and 6 other fields | High correlation |
addr_state is highly overall correlated with id | High correlation |
all_util is highly overall correlated with bc_open_to_buy and 4 other fields | High correlation |
annual_inc is highly overall correlated with annual_inc_joint and 6 other fields | High correlation |
annual_inc_joint is highly overall correlated with annual_inc and 2 other fields | High correlation |
application_type is highly overall correlated with annual_inc_joint and 15 other fields | High correlation |
avg_cur_bal is highly overall correlated with mort_acc and 2 other fields | High correlation |
bc_open_to_buy is highly overall correlated with all_util and 6 other fields | High correlation |
bc_util is highly overall correlated with all_util and 3 other fields | High correlation |
collection_recovery_fee is highly overall correlated with recoveries | High correlation |
debt_settlement_flag is highly overall correlated with id and 4 other fields | High correlation |
default_flag is highly overall correlated with hardship_status and 4 other fields | High correlation |
delinq_2yrs is highly overall correlated with mths_since_last_delinq and 4 other fields | High correlation |
delinq_amnt is highly overall correlated with acc_now_delinq and 4 other fields | High correlation |
disbursement_method is highly overall correlated with id and 1 other fields | High correlation |
dti is highly overall correlated with dti_joint and 1 other fields | High correlation |
dti_joint is highly overall correlated with application_type and 2 other fields | High correlation |
emp_length is highly overall correlated with id | High correlation |
fico_range_high is highly overall correlated with fico_range_low | High correlation |
fico_range_low is highly overall correlated with fico_range_high | High correlation |
funded_amnt is highly overall correlated with funded_amnt_inv and 10 other fields | High correlation |
funded_amnt_inv is highly overall correlated with funded_amnt and 10 other fields | High correlation |
grade is highly overall correlated with id and 2 other fields | High correlation |
hardship_amount is highly overall correlated with funded_amnt and 13 other fields | High correlation |
hardship_dpd is highly overall correlated with hardship_loan_status and 2 other fields | High correlation |
hardship_flag is highly overall correlated with hardship_status and 7 other fields | High correlation |
hardship_last_payment_amount is highly overall correlated with dti_joint and 2 other fields | High correlation |
hardship_loan_status is highly overall correlated with acc_now_delinq and 9 other fields | High correlation |
hardship_payoff_balance_amount is highly overall correlated with annual_inc and 16 other fields | High correlation |
hardship_reason is highly overall correlated with acc_now_delinq and 9 other fields | High correlation |
hardship_status is highly overall correlated with acc_now_delinq and 15 other fields | High correlation |
home_ownership is highly overall correlated with id | High correlation |
id is highly overall correlated with addr_state and 24 other fields | High correlation |
il_util is highly overall correlated with all_util | High correlation |
initial_list_status is highly overall correlated with id | High correlation |
inq_last_12m is highly overall correlated with inq_last_6mths and 2 other fields | High correlation |
inq_last_6mths is highly overall correlated with inq_last_12m and 1 other fields | High correlation |
installment is highly overall correlated with funded_amnt and 10 other fields | High correlation |
int_rate is highly overall correlated with grade and 3 other fields | High correlation |
last_fico_range_high is highly overall correlated with default_flag and 1 other fields | High correlation |
last_fico_range_low is highly overall correlated with default_flag and 1 other fields | High correlation |
last_pymnt_amnt is highly overall correlated with orig_projected_additional_accrued_interest and 5 other fields | High correlation |
loan_amnt is highly overall correlated with funded_amnt and 10 other fields | High correlation |
loan_status is highly overall correlated with default_flag and 2 other fields | High correlation |
max_bal_bc is highly overall correlated with revol_bal and 4 other fields | High correlation |
mo_sin_rcnt_rev_tl_op is highly overall correlated with acc_open_past_24mths and 6 other fields | High correlation |
mo_sin_rcnt_tl is highly overall correlated with acc_open_past_24mths and 5 other fields | High correlation |
mort_acc is highly overall correlated with avg_cur_bal and 3 other fields | High correlation |
mths_since_last_delinq is highly overall correlated with delinq_2yrs and 3 other fields | High correlation |
mths_since_last_major_derog is highly overall correlated with delinq_2yrs and 4 other fields | High correlation |
mths_since_rcnt_il is highly overall correlated with open_il_12m and 1 other fields | High correlation |
mths_since_recent_bc is highly overall correlated with mo_sin_rcnt_rev_tl_op and 4 other fields | High correlation |
mths_since_recent_bc_dlq is highly overall correlated with delinq_2yrs and 3 other fields | High correlation |
mths_since_recent_inq is highly overall correlated with inq_last_12m and 1 other fields | High correlation |
mths_since_recent_revol_delinq is highly overall correlated with delinq_2yrs and 3 other fields | High correlation |
num_accts_ever_120_pd is highly overall correlated with pct_tl_nvr_dlq | High correlation |
num_actv_bc_tl is highly overall correlated with num_actv_rev_tl and 8 other fields | High correlation |
num_actv_rev_tl is highly overall correlated with num_actv_bc_tl and 7 other fields | High correlation |
num_bc_sats is highly overall correlated with bc_open_to_buy and 10 other fields | High correlation |
num_bc_tl is highly overall correlated with num_actv_bc_tl and 8 other fields | High correlation |
num_il_tl is highly overall correlated with open_act_il and 5 other fields | High correlation |
num_op_rev_tl is highly overall correlated with num_actv_bc_tl and 10 other fields | High correlation |
num_rev_accts is highly overall correlated with num_actv_rev_tl and 8 other fields | High correlation |
num_rev_tl_bal_gt_0 is highly overall correlated with num_actv_bc_tl and 7 other fields | High correlation |
num_sats is highly overall correlated with num_actv_bc_tl and 9 other fields | High correlation |
num_tl_120dpd_2m is highly overall correlated with hardship_amount and 12 other fields | High correlation |
num_tl_30dpd is highly overall correlated with acc_now_delinq and 9 other fields | High correlation |
num_tl_90g_dpd_24m is highly overall correlated with delinq_2yrs and 1 other fields | High correlation |
num_tl_op_past_12m is highly overall correlated with acc_open_past_24mths and 8 other fields | High correlation |
open_acc is highly overall correlated with num_actv_bc_tl and 9 other fields | High correlation |
open_acc_6m is highly overall correlated with acc_open_past_24mths and 4 other fields | High correlation |
open_act_il is highly overall correlated with num_il_tl and 4 other fields | High correlation |
open_il_12m is highly overall correlated with mths_since_rcnt_il and 2 other fields | High correlation |
open_il_24m is highly overall correlated with acc_open_past_24mths and 5 other fields | High correlation |
open_rv_12m is highly overall correlated with acc_open_past_24mths and 6 other fields | High correlation |
open_rv_24m is highly overall correlated with acc_open_past_24mths and 5 other fields | High correlation |
orig_projected_additional_accrued_interest is highly overall correlated with funded_amnt and 14 other fields | High correlation |
out_prncp is highly overall correlated with id and 1 other fields | High correlation |
out_prncp_inv is highly overall correlated with id and 1 other fields | High correlation |
pct_tl_nvr_dlq is highly overall correlated with num_accts_ever_120_pd | High correlation |
percent_bc_gt_75 is highly overall correlated with all_util and 3 other fields | High correlation |
pub_rec is highly overall correlated with pub_rec_bankruptcies | High correlation |
pub_rec_bankruptcies is highly overall correlated with pub_rec | High correlation |
purpose is highly overall correlated with id | High correlation |
pymnt_plan is highly overall correlated with hardship_flag and 7 other fields | High correlation |
recoveries is highly overall correlated with collection_recovery_fee | High correlation |
revol_bal is highly overall correlated with max_bal_bc and 6 other fields | High correlation |
revol_bal_joint is highly overall correlated with application_type and 6 other fields | High correlation |
revol_util is highly overall correlated with all_util and 4 other fields | High correlation |
sec_app_chargeoff_within_12_mths is highly overall correlated with application_type and 1 other fields | High correlation |
sec_app_collections_12_mths_ex_med is highly overall correlated with application_type and 4 other fields | High correlation |
sec_app_fico_range_high is highly overall correlated with application_type and 1 other fields | High correlation |
sec_app_fico_range_low is highly overall correlated with application_type and 1 other fields | High correlation |
sec_app_inq_last_6mths is highly overall correlated with application_type | High correlation |
sec_app_mort_acc is highly overall correlated with application_type and 3 other fields | High correlation |
sec_app_mths_since_last_major_derog is highly overall correlated with application_type and 7 other fields | High correlation |
sec_app_num_rev_accts is highly overall correlated with application_type and 3 other fields | High correlation |
sec_app_open_acc is highly overall correlated with application_type and 3 other fields | High correlation |
sec_app_open_act_il is highly overall correlated with application_type and 2 other fields | High correlation |
sec_app_revol_util is highly overall correlated with application_type and 3 other fields | High correlation |
settlement_amount is highly overall correlated with debt_settlement_flag and 14 other fields | High correlation |
settlement_percentage is highly overall correlated with debt_settlement_flag and 5 other fields | High correlation |
settlement_status is highly overall correlated with debt_settlement_flag and 9 other fields | High correlation |
settlement_term is highly overall correlated with debt_settlement_flag and 9 other fields | High correlation |
sub_grade is highly overall correlated with grade and 2 other fields | High correlation |
term is highly overall correlated with id | High correlation |
tot_coll_amt is highly overall correlated with hardship_loan_status and 3 other fields | High correlation |
tot_cur_bal is highly overall correlated with annual_inc and 6 other fields | High correlation |
tot_hi_cred_lim is highly overall correlated with annual_inc and 9 other fields | High correlation |
total_acc is highly overall correlated with num_bc_tl and 5 other fields | High correlation |
total_bal_ex_mort is highly overall correlated with num_il_tl and 5 other fields | High correlation |
total_bal_il is highly overall correlated with num_il_tl and 5 other fields | High correlation |
total_bc_limit is highly overall correlated with bc_open_to_buy and 7 other fields | High correlation |
total_il_high_credit_limit is highly overall correlated with num_il_tl and 5 other fields | High correlation |
total_pymnt is highly overall correlated with funded_amnt and 10 other fields | High correlation |
total_pymnt_inv is highly overall correlated with funded_amnt and 10 other fields | High correlation |
total_rec_int is highly overall correlated with funded_amnt and 10 other fields | High correlation |
total_rec_prncp is highly overall correlated with funded_amnt and 7 other fields | High correlation |
total_rev_hi_lim is highly overall correlated with bc_open_to_buy and 10 other fields | High correlation |
verification_status is highly overall correlated with id and 1 other fields | High correlation |
verification_status_joint is highly overall correlated with application_type and 6 other fields | High correlation |
loan_status is highly imbalanced (51.8%) | Imbalance |
pymnt_plan is highly imbalanced (99.5%) | Imbalance |
application_type is highly imbalanced (70.0%) | Imbalance |
num_tl_120dpd_2m is highly imbalanced (99.6%) | Imbalance |
num_tl_30dpd is highly imbalanced (98.9%) | Imbalance |
hardship_flag is highly imbalanced (99.5%) | Imbalance |
disbursement_method is highly imbalanced (78.5%) | Imbalance |
debt_settlement_flag is highly imbalanced (88.8%) | Imbalance |
member_id has 67821 (100.0%) missing values | Missing |
emp_title has 5112 (7.5%) missing values | Missing |
emp_length has 4511 (6.7%) missing values | Missing |
desc has 64023 (94.4%) missing values | Missing |
title has 694 (1.0%) missing values | Missing |
mths_since_last_delinq has 34676 (51.1%) missing values | Missing |
mths_since_last_record has 57008 (84.1%) missing values | Missing |
next_pymnt_d has 40433 (59.6%) missing values | Missing |
mths_since_last_major_derog has 50351 (74.2%) missing values | Missing |
annual_inc_joint has 64214 (94.7%) missing values | Missing |
dti_joint has 64214 (94.7%) missing values | Missing |
verification_status_joint has 64357 (94.9%) missing values | Missing |
tot_coll_amt has 2093 (3.1%) missing values | Missing |
tot_cur_bal has 2093 (3.1%) missing values | Missing |
open_acc_6m has 25995 (38.3%) missing values | Missing |
open_act_il has 25995 (38.3%) missing values | Missing |
open_il_12m has 25995 (38.3%) missing values | Missing |
open_il_24m has 25995 (38.3%) missing values | Missing |
mths_since_rcnt_il has 27257 (40.2%) missing values | Missing |
total_bal_il has 25995 (38.3%) missing values | Missing |
il_util has 32034 (47.2%) missing values | Missing |
open_rv_12m has 25995 (38.3%) missing values | Missing |
open_rv_24m has 25995 (38.3%) missing values | Missing |
max_bal_bc has 25995 (38.3%) missing values | Missing |
all_util has 26003 (38.3%) missing values | Missing |
total_rev_hi_lim has 2093 (3.1%) missing values | Missing |
inq_fi has 25995 (38.3%) missing values | Missing |
total_cu_tl has 25995 (38.3%) missing values | Missing |
inq_last_12m has 25995 (38.3%) missing values | Missing |
acc_open_past_24mths has 1485 (2.2%) missing values | Missing |
avg_cur_bal has 2096 (3.1%) missing values | Missing |
bc_open_to_buy has 2202 (3.2%) missing values | Missing |
bc_util has 2235 (3.3%) missing values | Missing |
mo_sin_old_il_acct has 4131 (6.1%) missing values | Missing |
mo_sin_old_rev_tl_op has 2093 (3.1%) missing values | Missing |
mo_sin_rcnt_rev_tl_op has 2093 (3.1%) missing values | Missing |
mo_sin_rcnt_tl has 2093 (3.1%) missing values | Missing |
mort_acc has 1485 (2.2%) missing values | Missing |
mths_since_recent_bc has 2164 (3.2%) missing values | Missing |
mths_since_recent_bc_dlq has 52121 (76.9%) missing values | Missing |
mths_since_recent_inq has 8909 (13.1%) missing values | Missing |
mths_since_recent_revol_delinq has 45580 (67.2%) missing values | Missing |
num_accts_ever_120_pd has 2093 (3.1%) missing values | Missing |
num_actv_bc_tl has 2093 (3.1%) missing values | Missing |
num_actv_rev_tl has 2093 (3.1%) missing values | Missing |
num_bc_sats has 1740 (2.6%) missing values | Missing |
num_bc_tl has 2093 (3.1%) missing values | Missing |
num_il_tl has 2093 (3.1%) missing values | Missing |
num_op_rev_tl has 2093 (3.1%) missing values | Missing |
num_rev_accts has 2093 (3.1%) missing values | Missing |
num_rev_tl_bal_gt_0 has 2093 (3.1%) missing values | Missing |
num_sats has 1740 (2.6%) missing values | Missing |
num_tl_120dpd_2m has 4592 (6.8%) missing values | Missing |
num_tl_30dpd has 2093 (3.1%) missing values | Missing |
num_tl_90g_dpd_24m has 2093 (3.1%) missing values | Missing |
num_tl_op_past_12m has 2093 (3.1%) missing values | Missing |
pct_tl_nvr_dlq has 2097 (3.1%) missing values | Missing |
percent_bc_gt_75 has 2214 (3.3%) missing values | Missing |
tot_hi_cred_lim has 2093 (3.1%) missing values | Missing |
total_bal_ex_mort has 1485 (2.2%) missing values | Missing |
total_bc_limit has 1485 (2.2%) missing values | Missing |
total_il_high_credit_limit has 2093 (3.1%) missing values | Missing |
revol_bal_joint has 64572 (95.2%) missing values | Missing |
sec_app_fico_range_low has 64572 (95.2%) missing values | Missing |
sec_app_fico_range_high has 64572 (95.2%) missing values | Missing |
sec_app_earliest_cr_line has 64572 (95.2%) missing values | Missing |
sec_app_inq_last_6mths has 64572 (95.2%) missing values | Missing |
sec_app_mort_acc has 64572 (95.2%) missing values | Missing |
sec_app_open_acc has 64572 (95.2%) missing values | Missing |
sec_app_revol_util has 64629 (95.3%) missing values | Missing |
sec_app_open_act_il has 64572 (95.2%) missing values | Missing |
sec_app_num_rev_accts has 64572 (95.2%) missing values | Missing |
sec_app_chargeoff_within_12_mths has 64572 (95.2%) missing values | Missing |
sec_app_collections_12_mths_ex_med has 64572 (95.2%) missing values | Missing |
sec_app_mths_since_last_major_derog has 66766 (98.4%) missing values | Missing |
hardship_type has 67487 (99.5%) missing values | Missing |
hardship_reason has 67487 (99.5%) missing values | Missing |
hardship_status has 67487 (99.5%) missing values | Missing |
deferral_term has 67487 (99.5%) missing values | Missing |
hardship_amount has 67487 (99.5%) missing values | Missing |
hardship_start_date has 67487 (99.5%) missing values | Missing |
hardship_end_date has 67487 (99.5%) missing values | Missing |
payment_plan_start_date has 67487 (99.5%) missing values | Missing |
hardship_length has 67487 (99.5%) missing values | Missing |
hardship_dpd has 67487 (99.5%) missing values | Missing |
hardship_loan_status has 67487 (99.5%) missing values | Missing |
orig_projected_additional_accrued_interest has 67543 (99.6%) missing values | Missing |
hardship_payoff_balance_amount has 67487 (99.5%) missing values | Missing |
hardship_last_payment_amount has 67487 (99.5%) missing values | Missing |
debt_settlement_flag_date has 66813 (98.5%) missing values | Missing |
settlement_status has 66813 (98.5%) missing values | Missing |
settlement_date has 66813 (98.5%) missing values | Missing |
settlement_amount has 66813 (98.5%) missing values | Missing |
settlement_percentage has 66813 (98.5%) missing values | Missing |
settlement_term has 66813 (98.5%) missing values | Missing |
dti is highly skewed (γ1 = 31.07494632) | Skewed |
acc_now_delinq is highly skewed (γ1 = 23.94763261) | Skewed |
tot_coll_amt is highly skewed (γ1 = 56.80474318) | Skewed |
delinq_amnt is highly skewed (γ1 = 85.71475138) | Skewed |
id has unique values | Unique |
url has unique values | Unique |
member_id is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
delinq_2yrs has 55148 (81.3%) zeros | Zeros |
inq_last_6mths has 41284 (60.9%) zeros | Zeros |
pub_rec has 57043 (84.1%) zeros | Zeros |
out_prncp has 40642 (59.9%) zeros | Zeros |
out_prncp_inv has 40642 (59.9%) zeros | Zeros |
total_rec_late_fee has 65248 (96.2%) zeros | Zeros |
recoveries has 62171 (91.7%) zeros | Zeros |
collection_recovery_fee has 62419 (92.0%) zeros | Zeros |
last_fico_range_low has 1119 (1.6%) zeros | Zeros |
collections_12_mths_ex_med has 66688 (98.3%) zeros | Zeros |
acc_now_delinq has 67579 (99.6%) zeros | Zeros |
tot_coll_amt has 55687 (82.1%) zeros | Zeros |
open_acc_6m has 18783 (27.7%) zeros | Zeros |
open_act_il has 4891 (7.2%) zeros | Zeros |
open_il_12m has 22734 (33.5%) zeros | Zeros |
open_il_24m has 11269 (16.6%) zeros | Zeros |
total_bal_il has 4674 (6.9%) zeros | Zeros |
open_rv_12m has 15287 (22.5%) zeros | Zeros |
open_rv_24m has 6776 (10.0%) zeros | Zeros |
max_bal_bc has 1060 (1.6%) zeros | Zeros |
inq_fi has 20858 (30.8%) zeros | Zeros |
total_cu_tl has 22507 (33.2%) zeros | Zeros |
inq_last_12m has 11943 (17.6%) zeros | Zeros |
acc_open_past_24mths has 3038 (4.5%) zeros | Zeros |
bc_open_to_buy has 979 (1.4%) zeros | Zeros |
bc_util has 849 (1.3%) zeros | Zeros |
chargeoff_within_12_mths has 67290 (99.2%) zeros | Zeros |
delinq_amnt has 67629 (99.7%) zeros | Zeros |
mo_sin_rcnt_rev_tl_op has 966 (1.4%) zeros | Zeros |
mo_sin_rcnt_tl has 1003 (1.5%) zeros | Zeros |
mort_acc has 27882 (41.1%) zeros | Zeros |
mths_since_recent_inq has 5055 (7.5%) zeros | Zeros |
num_accts_ever_120_pd has 50631 (74.7%) zeros | Zeros |
num_actv_bc_tl has 1485 (2.2%) zeros | Zeros |
num_bc_sats has 691 (1.0%) zeros | Zeros |
num_il_tl has 2041 (3.0%) zeros | Zeros |
num_tl_90g_dpd_24m has 62217 (91.7%) zeros | Zeros |
num_tl_op_past_12m has 12386 (18.3%) zeros | Zeros |
percent_bc_gt_75 has 17924 (26.4%) zeros | Zeros |
pub_rec_bankruptcies has 59640 (87.9%) zeros | Zeros |
tax_liens has 65845 (97.1%) zeros | Zeros |
total_bc_limit has 729 (1.1%) zeros | Zeros |
total_il_high_credit_limit has 7816 (11.5%) zeros | Zeros |
sec_app_inq_last_6mths has 1988 (2.9%) zeros | Zeros |
sec_app_mort_acc has 1332 (2.0%) zeros | Zeros |
sec_app_chargeoff_within_12_mths has 3159 (4.7%) zeros | Zeros |
sec_app_collections_12_mths_ex_med has 3057 (4.5%) zeros | Zeros |
Reproduction
| Analysis started | 2025-04-22 12:11:32.601064 |
|---|---|
| Analysis finished | 2025-04-22 12:12:33.106891 |
| Duration | 1 minute and 0.51 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
Variables
id
Real number (ℝ)
High correlation  Unique 
| Distinct | 67821 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 80243529 |
| Minimum | 65640 |
|---|---|
| Maximum | 1.4564315 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 65640 |
|---|---|
| 5-th percentile | 3371630 |
| Q1 | 44815248 |
| median | 84586990 |
| Q3 | 1.2225616 × 108 |
| 95-th percentile | 1.4132789 × 108 |
| Maximum | 1.4564315 × 108 |
| Range | 1.4557751 × 108 |
| Interquartile range (IQR) | 77440911 |
Descriptive statistics
| Standard deviation | 44936326 |
|---|---|
| Coefficient of variation (CV) | 0.55999938 |
| Kurtosis | -1.1529569 |
| Mean | 80243529 |
| Median Absolute Deviation (MAD) | 38421850 |
| Skewness | -0.27711262 |
| Sum | 5.4421964 × 1012 |
| Variance | 2.0192734 × 1015 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 96404876 | 1 | < 0.1% |
| 119999751 | 1 | < 0.1% |
| 371568 | 1 | < 0.1% |
| 130070840 | 1 | < 0.1% |
| 77030371 | 1 | < 0.1% |
| 34503381 | 1 | < 0.1% |
| 135885882 | 1 | < 0.1% |
| 120920350 | 1 | < 0.1% |
| 74182279 | 1 | < 0.1% |
| 70613295 | 1 | < 0.1% |
| Other values (67811) | 67811 |
| Value | Count | Frequency (%) |
| 65640 | 1 | |
| 85961 | 1 | |
| 92440 | 1 | |
| 92666 | 1 | |
| 99009 | 1 | |
| 115363 | 1 | |
| 119948 | 1 | |
| 127531 | 1 | |
| 130510 | 1 | |
| 131732 | 1 |
| Value | Count | Frequency (%) |
| 145643149 | 1 | |
| 145618129 | 1 | |
| 145612967 | 1 | |
| 145611625 | 1 | |
| 145609588 | 1 | |
| 145608583 | 1 | |
| 145605420 | 1 | |
| 145604900 | 1 | |
| 145599414 | 1 | |
| 145592181 | 1 |
member_id
Unsupported
Missing  Rejected  Unsupported 
| Missing | 67821 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 1.0 MiB |
loan_amnt
Real number (ℝ)
High correlation 
| Distinct | 1382 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15073.282 |
| Minimum | 500 |
|---|---|
| Maximum | 40000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 3200 |
| Q1 | 8000 |
| median | 13000 |
| Q3 | 20000 |
| 95-th percentile | 35000 |
| Maximum | 40000 |
| Range | 39500 |
| Interquartile range (IQR) | 12000 |
Descriptive statistics
| Standard deviation | 9192.6666 |
|---|---|
| Coefficient of variation (CV) | 0.60986499 |
| Kurtosis | -0.12548201 |
| Mean | 15073.282 |
| Median Absolute Deviation (MAD) | 6200 |
| Skewness | 0.76956537 |
| Sum | 1.022285 × 109 |
| Variance | 84505120 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 5521 | 8.1% |
| 20000 | 3922 | 5.8% |
| 15000 | 3782 | 5.6% |
| 12000 | 3671 | 5.4% |
| 35000 | 2578 | 3.8% |
| 5000 | 2438 | 3.6% |
| 6000 | 2213 | 3.3% |
| 8000 | 2117 | 3.1% |
| 16000 | 2007 | 3.0% |
| 25000 | 1985 | 2.9% |
| Other values (1372) | 37587 |
| Value | Count | Frequency (%) |
| 500 | 1 | < 0.1% |
| 1000 | 301 | |
| 1025 | 1 | < 0.1% |
| 1050 | 7 | < 0.1% |
| 1075 | 1 | < 0.1% |
| 1100 | 9 | < 0.1% |
| 1125 | 1 | < 0.1% |
| 1150 | 4 | < 0.1% |
| 1175 | 2 | < 0.1% |
| 1200 | 130 |
| Value | Count | Frequency (%) |
| 40000 | 1037 | |
| 39900 | 1 | < 0.1% |
| 39875 | 1 | < 0.1% |
| 39850 | 1 | < 0.1% |
| 39825 | 2 | < 0.1% |
| 39775 | 2 | < 0.1% |
| 39675 | 1 | < 0.1% |
| 39625 | 1 | < 0.1% |
| 39600 | 2 | < 0.1% |
| 39500 | 5 | < 0.1% |
funded_amnt
Real number (ℝ)
High correlation 
| Distinct | 1383 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15068.813 |
| Minimum | 500 |
|---|---|
| Maximum | 40000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 3200 |
| Q1 | 8000 |
| median | 13000 |
| Q3 | 20000 |
| 95-th percentile | 35000 |
| Maximum | 40000 |
| Range | 39500 |
| Interquartile range (IQR) | 12000 |
Descriptive statistics
| Standard deviation | 9191.4284 |
|---|---|
| Coefficient of variation (CV) | 0.60996365 |
| Kurtosis | -0.12365787 |
| Mean | 15068.813 |
| Median Absolute Deviation (MAD) | 6200 |
| Skewness | 0.77049543 |
| Sum | 1.021982 × 109 |
| Variance | 84482357 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 5521 | 8.1% |
| 20000 | 3916 | 5.8% |
| 15000 | 3781 | 5.6% |
| 12000 | 3666 | 5.4% |
| 35000 | 2574 | 3.8% |
| 5000 | 2437 | 3.6% |
| 6000 | 2213 | 3.3% |
| 8000 | 2117 | 3.1% |
| 16000 | 2006 | 3.0% |
| 25000 | 1980 | 2.9% |
| Other values (1373) | 37610 |
| Value | Count | Frequency (%) |
| 500 | 1 | < 0.1% |
| 1000 | 301 | |
| 1025 | 1 | < 0.1% |
| 1050 | 7 | < 0.1% |
| 1075 | 1 | < 0.1% |
| 1100 | 9 | < 0.1% |
| 1125 | 1 | < 0.1% |
| 1150 | 4 | < 0.1% |
| 1175 | 2 | < 0.1% |
| 1200 | 130 |
| Value | Count | Frequency (%) |
| 40000 | 1037 | |
| 39900 | 1 | < 0.1% |
| 39875 | 1 | < 0.1% |
| 39850 | 1 | < 0.1% |
| 39825 | 2 | < 0.1% |
| 39775 | 2 | < 0.1% |
| 39675 | 1 | < 0.1% |
| 39625 | 1 | < 0.1% |
| 39600 | 2 | < 0.1% |
| 39500 | 5 | < 0.1% |
funded_amnt_inv
Real number (ℝ)
High correlation 
| Distinct | 1664 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15051.964 |
| Minimum | 0 |
|---|---|
| Maximum | 40000 |
| Zeros | 5 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3200 |
| Q1 | 8000 |
| median | 13000 |
| Q3 | 20000 |
| 95-th percentile | 35000 |
| Maximum | 40000 |
| Range | 40000 |
| Interquartile range (IQR) | 12000 |
Descriptive statistics
| Standard deviation | 9195.4093 |
|---|---|
| Coefficient of variation (CV) | 0.61091094 |
| Kurtosis | -0.12324421 |
| Mean | 15051.964 |
| Median Absolute Deviation (MAD) | 6200 |
| Skewness | 0.770053 |
| Sum | 1.0208392 × 109 |
| Variance | 84555552 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 5240 | 7.7% |
| 20000 | 3596 | 5.3% |
| 15000 | 3532 | 5.2% |
| 12000 | 3437 | 5.1% |
| 5000 | 2363 | 3.5% |
| 35000 | 2268 | 3.3% |
| 6000 | 2126 | 3.1% |
| 8000 | 2004 | 3.0% |
| 16000 | 1870 | 2.8% |
| 25000 | 1830 | 2.7% |
| Other values (1654) | 39555 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 150 | 1 | < 0.1% |
| 195.3439396 | 1 | < 0.1% |
| 249.9960013 | 1 | < 0.1% |
| 250 | 1 | < 0.1% |
| 250.59 | 1 | < 0.1% |
| 300 | 3 | |
| 349.9920453 | 1 | < 0.1% |
| 349.9999291 | 1 | < 0.1% |
| 425.0039285 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 994 | |
| 39975 | 16 | < 0.1% |
| 39950 | 4 | < 0.1% |
| 39925 | 4 | < 0.1% |
| 39875 | 1 | < 0.1% |
| 39850 | 1 | < 0.1% |
| 39825 | 2 | < 0.1% |
| 39775 | 2 | < 0.1% |
| 39750 | 7 | < 0.1% |
| 39725 | 7 | < 0.1% |
term
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| 36 months | |
|---|---|
| 60 months |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 36 months |
|---|---|
| 2nd row | 36 months |
| 3rd row | 36 months |
| 4th row | 60 months |
| 5th row | 36 months |
Common Values
| Value | Count | Frequency (%) |
| 36 months | 48289 | |
| 60 months | 19532 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| months | 67821 | |
| 36 | 48289 | |
| 60 | 19532 | 14.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 135642 | ||
| 6 | 67821 | |
| m | 67821 | |
| o | 67821 | |
| n | 67821 | |
| t | 67821 | |
| h | 67821 | |
| s | 67821 | |
| 3 | 48289 | 7.1% |
| 0 | 19532 | 2.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 678210 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 135642 | ||
| 6 | 67821 | |
| m | 67821 | |
| o | 67821 | |
| n | 67821 | |
| t | 67821 | |
| h | 67821 | |
| s | 67821 | |
| 3 | 48289 | 7.1% |
| 0 | 19532 | 2.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 678210 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 135642 | ||
| 6 | 67821 | |
| m | 67821 | |
| o | 67821 | |
| n | 67821 | |
| t | 67821 | |
| h | 67821 | |
| s | 67821 | |
| 3 | 48289 | 7.1% |
| 0 | 19532 | 2.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 678210 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 135642 | ||
| 6 | 67821 | |
| m | 67821 | |
| o | 67821 | |
| n | 67821 | |
| t | 67821 | |
| h | 67821 | |
| s | 67821 | |
| 3 | 48289 | 7.1% |
| 0 | 19532 | 2.9% |
int_rate
Real number (ℝ)
High correlation 
| Distinct | 548 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.121968 |
| Minimum | 5.31 |
|---|---|
| Maximum | 30.99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 5.31 |
|---|---|
| 5-th percentile | 6.49 |
| Q1 | 9.58 |
| median | 12.62 |
| Q3 | 15.99 |
| 95-th percentile | 22.15 |
| Maximum | 30.99 |
| Range | 25.68 |
| Interquartile range (IQR) | 6.41 |
Descriptive statistics
| Standard deviation | 4.8303838 |
|---|---|
| Coefficient of variation (CV) | 0.36811427 |
| Kurtosis | 0.55977786 |
| Mean | 13.121968 |
| Median Absolute Deviation (MAD) | 3.18 |
| Skewness | 0.75909953 |
| Sum | 889945.02 |
| Variance | 23.332608 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11.99 | 1622 | 2.4% |
| 5.32 | 1397 | 2.1% |
| 10.99 | 1382 | 2.0% |
| 13.99 | 1296 | 1.9% |
| 11.49 | 952 | 1.4% |
| 16.99 | 934 | 1.4% |
| 12.99 | 871 | 1.3% |
| 7.89 | 840 | 1.2% |
| 9.17 | 821 | 1.2% |
| 14.99 | 787 | 1.2% |
| Other values (538) | 56919 |
| Value | Count | Frequency (%) |
| 5.31 | 262 | 0.4% |
| 5.32 | 1397 | |
| 5.42 | 17 | < 0.1% |
| 5.79 | 16 | < 0.1% |
| 5.93 | 49 | 0.1% |
| 5.99 | 10 | < 0.1% |
| 6 | 17 | < 0.1% |
| 6.03 | 375 | 0.6% |
| 6.07 | 164 | 0.2% |
| 6.08 | 163 | 0.2% |
| Value | Count | Frequency (%) |
| 30.99 | 23 | |
| 30.94 | 15 | < 0.1% |
| 30.89 | 19 | |
| 30.84 | 23 | |
| 30.79 | 40 | |
| 30.75 | 32 | |
| 30.74 | 14 | < 0.1% |
| 30.65 | 27 | |
| 30.49 | 11 | < 0.1% |
| 30.17 | 43 |
installment
Real number (ℝ)
High correlation 
| Distinct | 22729 |
|---|---|
| Distinct (%) | 33.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 446.7407 |
| Minimum | 7.61 |
|---|---|
| Maximum | 1516.27 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 7.61 |
|---|---|
| 5-th percentile | 109.36 |
| Q1 | 251.68 |
| median | 380.98 |
| Q3 | 594.41 |
| 95-th percentile | 985.16 |
| Maximum | 1516.27 |
| Range | 1508.66 |
| Interquartile range (IQR) | 342.73 |
Descriptive statistics
| Standard deviation | 267.39112 |
|---|---|
| Coefficient of variation (CV) | 0.59853764 |
| Kurtosis | 0.66782539 |
| Mean | 446.7407 |
| Median Absolute Deviation (MAD) | 158.7 |
| Skewness | 0.9920892 |
| Sum | 30298401 |
| Variance | 71498.013 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 301.15 | 141 | 0.2% |
| 332.1 | 138 | 0.2% |
| 327.34 | 116 | 0.2% |
| 361.38 | 114 | 0.2% |
| 602.3 | 105 | 0.2% |
| 451.73 | 103 | 0.2% |
| 329.72 | 77 | 0.1% |
| 498.15 | 77 | 0.1% |
| 166.05 | 73 | 0.1% |
| 752.87 | 73 | 0.1% |
| Other values (22719) | 66804 |
| Value | Count | Frequency (%) |
| 7.61 | 1 | |
| 16.25 | 1 | |
| 28.82 | 1 | |
| 29.47 | 1 | |
| 30.12 | 1 | |
| 30.33 | 1 | |
| 30.46 | 2 | |
| 30.65 | 1 | |
| 30.71 | 1 | |
| 30.75 | 1 |
| Value | Count | Frequency (%) |
| 1516.27 | 1 | |
| 1510.58 | 1 | |
| 1507.87 | 1 | |
| 1506.65 | 1 | |
| 1504.85 | 1 | |
| 1500.22 | 1 | |
| 1500.03 | 1 | |
| 1498.3 | 1 | |
| 1486.34 | 1 | |
| 1485.62 | 1 |
grade
Categorical
High correlation 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| B | |
|---|---|
| C | |
| A | |
| D | |
| E | |
| Other values (2) | 1579 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | D |
|---|---|
| 2nd row | C |
| 3rd row | C |
| 4th row | A |
| 5th row | B |
Common Values
| Value | Count | Frequency (%) |
| B | 20094 | |
| C | 19427 | |
| A | 12737 | |
| D | 9867 | |
| E | 4117 | 6.1% |
| F | 1215 | 1.8% |
| G | 364 | 0.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| b | 20094 | |
| c | 19427 | |
| a | 12737 | |
| d | 9867 | |
| e | 4117 | 6.1% |
| f | 1215 | 1.8% |
| g | 364 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 20094 | |
| C | 19427 | |
| A | 12737 | |
| D | 9867 | |
| E | 4117 | 6.1% |
| F | 1215 | 1.8% |
| G | 364 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 67821 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| B | 20094 | |
| C | 19427 | |
| A | 12737 | |
| D | 9867 | |
| E | 4117 | 6.1% |
| F | 1215 | 1.8% |
| G | 364 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 67821 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| B | 20094 | |
| C | 19427 | |
| A | 12737 | |
| D | 9867 | |
| E | 4117 | 6.1% |
| F | 1215 | 1.8% |
| G | 364 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 67821 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| B | 20094 | |
| C | 19427 | |
| A | 12737 | |
| D | 9867 | |
| E | 4117 | 6.1% |
| F | 1215 | 1.8% |
| G | 364 | 0.5% |
sub_grade
Categorical
High correlation 
| Distinct | 35 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| C1 | 4308 |
|---|---|
| B4 | 4283 |
| B5 | 4224 |
| B3 | 3971 |
| C2 | 3898 |
| Other values (30) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | D3 |
|---|---|
| 2nd row | C2 |
| 3rd row | C1 |
| 4th row | A5 |
| 5th row | B1 |
Common Values
| Value | Count | Frequency (%) |
| C1 | 4308 | 6.4% |
| B4 | 4283 | 6.3% |
| B5 | 4224 | 6.2% |
| B3 | 3971 | 5.9% |
| C2 | 3898 | 5.7% |
| C3 | 3876 | 5.7% |
| C4 | 3821 | 5.6% |
| B2 | 3813 | 5.6% |
| B1 | 3803 | 5.6% |
| C5 | 3524 | 5.2% |
| Other values (25) | 28300 |
Length
| Value | Count | Frequency (%) |
| c1 | 4308 | 6.4% |
| b4 | 4283 | 6.3% |
| b5 | 4224 | 6.2% |
| b3 | 3971 | 5.9% |
| c2 | 3898 | 5.7% |
| c3 | 3876 | 5.7% |
| c4 | 3821 | 5.6% |
| b2 | 3813 | 5.6% |
| b1 | 3803 | 5.6% |
| c5 | 3524 | 5.2% |
| Other values (25) | 28300 |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 20094 | |
| C | 19427 | |
| 1 | 14688 | |
| 4 | 13532 | |
| 5 | 13222 | |
| 3 | 13192 | |
| 2 | 13187 | |
| A | 12737 | |
| D | 9867 | |
| E | 4117 | 3.0% |
| Other values (2) | 1579 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 135642 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| B | 20094 | |
| C | 19427 | |
| 1 | 14688 | |
| 4 | 13532 | |
| 5 | 13222 | |
| 3 | 13192 | |
| 2 | 13187 | |
| A | 12737 | |
| D | 9867 | |
| E | 4117 | 3.0% |
| Other values (2) | 1579 | 1.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 135642 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| B | 20094 | |
| C | 19427 | |
| 1 | 14688 | |
| 4 | 13532 | |
| 5 | 13222 | |
| 3 | 13192 | |
| 2 | 13187 | |
| A | 12737 | |
| D | 9867 | |
| E | 4117 | 3.0% |
| Other values (2) | 1579 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 135642 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| B | 20094 | |
| C | 19427 | |
| 1 | 14688 | |
| 4 | 13532 | |
| 5 | 13222 | |
| 3 | 13192 | |
| 2 | 13187 | |
| A | 12737 | |
| D | 9867 | |
| E | 4117 | 3.0% |
| Other values (2) | 1579 | 1.2% |
emp_title
Text
Missing 
| Distinct | 29586 |
|---|---|
| Distinct (%) | 47.2% |
| Missing | 5112 |
| Missing (%) | 7.5% |
| Memory size | 1.0 MiB |
Length
| Max length | 46 |
|---|---|
| Median length | 36 |
| Mean length | 15.589134 |
| Min length | 1 |
Unique
| Unique | 24868 ? |
|---|---|
| Unique (%) | 39.7% |
Sample
| 1st row | Procurement |
|---|---|
| 2nd row | Executive Chef |
| 3rd row | Treasurer |
| 4th row | RN |
| 5th row | Special Agent |
| Value | Count | Frequency (%) |
| manager | 9240 | 7.2% |
| director | 2461 | 1.9% |
| assistant | 2180 | 1.7% |
| sales | 2133 | 1.7% |
| supervisor | 1797 | 1.4% |
| specialist | 1761 | 1.4% |
| teacher | 1679 | 1.3% |
| of | 1664 | 1.3% |
| senior | 1584 | 1.2% |
| driver | 1562 | 1.2% |
| Other values (11100) | 101709 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 104447 | 10.7% |
| r | 84085 | 8.6% |
| a | 76103 | 7.8% |
| 71096 | 7.3% | |
| i | 67411 | 6.9% |
| n | 65678 | 6.7% |
| t | 60312 | 6.2% |
| o | 48525 | 5.0% |
| s | 47541 | 4.9% |
| c | 40994 | 4.2% |
| Other values (89) | 311387 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 977579 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 104447 | 10.7% |
| r | 84085 | 8.6% |
| a | 76103 | 7.8% |
| 71096 | 7.3% | |
| i | 67411 | 6.9% |
| n | 65678 | 6.7% |
| t | 60312 | 6.2% |
| o | 48525 | 5.0% |
| s | 47541 | 4.9% |
| c | 40994 | 4.2% |
| Other values (89) | 311387 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 977579 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 104447 | 10.7% |
| r | 84085 | 8.6% |
| a | 76103 | 7.8% |
| 71096 | 7.3% | |
| i | 67411 | 6.9% |
| n | 65678 | 6.7% |
| t | 60312 | 6.2% |
| o | 48525 | 5.0% |
| s | 47541 | 4.9% |
| c | 40994 | 4.2% |
| Other values (89) | 311387 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 977579 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 104447 | 10.7% |
| r | 84085 | 8.6% |
| a | 76103 | 7.8% |
| 71096 | 7.3% | |
| i | 67411 | 6.9% |
| n | 65678 | 6.7% |
| t | 60312 | 6.2% |
| o | 48525 | 5.0% |
| s | 47541 | 4.9% |
| c | 40994 | 4.2% |
| Other values (89) | 311387 |
emp_length
Categorical
High correlation  Missing 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 4511 |
| Missing (%) | 6.7% |
| Memory size | 1.0 MiB |
| 10+ years | |
|---|---|
| 2 years | |
| < 1 year | |
| 3 years | |
| 1 year | |
| Other values (6) |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 7.7316064 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 9 years |
|---|---|
| 2nd row | 5 years |
| 3rd row | 1 year |
| 4th row | 10+ years |
| 5th row | 10+ years |
Common Values
| Value | Count | Frequency (%) |
| 10+ years | 22495 | |
| 2 years | 6162 | 9.1% |
| < 1 year | 5744 | 8.5% |
| 3 years | 5397 | 8.0% |
| 1 year | 4416 | 6.5% |
| 5 years | 4151 | 6.1% |
| 4 years | 4086 | 6.0% |
| 6 years | 3066 | 4.5% |
| 7 years | 2766 | 4.1% |
| 8 years | 2740 | 4.0% |
| (Missing) | 4511 | 6.7% |
Length
| Value | Count | Frequency (%) |
| years | 53150 | |
| 10 | 22495 | |
| 1 | 10160 | 7.7% |
| year | 10160 | 7.7% |
| 2 | 6162 | 4.7% |
| 5744 | 4.3% | |
| 3 | 5397 | 4.1% |
| 5 | 4151 | 3.1% |
| 4 | 4086 | 3.1% |
| 6 | 3066 | 2.3% |
| Other values (3) | 7793 | 5.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 69054 | ||
| y | 63310 | |
| e | 63310 | |
| a | 63310 | |
| r | 63310 | |
| s | 53150 | |
| 1 | 32655 | |
| 0 | 22495 | 4.6% |
| + | 22495 | 4.6% |
| 2 | 6162 | 1.3% |
| Other values (8) | 30237 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 489488 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 69054 | ||
| y | 63310 | |
| e | 63310 | |
| a | 63310 | |
| r | 63310 | |
| s | 53150 | |
| 1 | 32655 | |
| 0 | 22495 | 4.6% |
| + | 22495 | 4.6% |
| 2 | 6162 | 1.3% |
| Other values (8) | 30237 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 489488 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 69054 | ||
| y | 63310 | |
| e | 63310 | |
| a | 63310 | |
| r | 63310 | |
| s | 53150 | |
| 1 | 32655 | |
| 0 | 22495 | 4.6% |
| + | 22495 | 4.6% |
| 2 | 6162 | 1.3% |
| Other values (8) | 30237 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 489488 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 69054 | ||
| y | 63310 | |
| e | 63310 | |
| a | 63310 | |
| r | 63310 | |
| s | 53150 | |
| 1 | 32655 | |
| 0 | 22495 | 4.6% |
| + | 22495 | 4.6% |
| 2 | 6162 | 1.3% |
| Other values (8) | 30237 |
home_ownership
Categorical
High correlation 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| MORTGAGE | |
|---|---|
| RENT | |
| OWN | |
| ANY | 30 |
| OTHER | 4 |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.8542487 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | MORTGAGE |
|---|---|
| 2nd row | MORTGAGE |
| 3rd row | RENT |
| 4th row | MORTGAGE |
| 5th row | RENT |
Common Values
| Value | Count | Frequency (%) |
| MORTGAGE | 33341 | |
| RENT | 26863 | |
| OWN | 7581 | 11.2% |
| ANY | 30 | < 0.1% |
| OTHER | 4 | < 0.1% |
| NONE | 2 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| mortgage | 33341 | |
| rent | 26863 | |
| own | 7581 | 11.2% |
| any | 30 | < 0.1% |
| other | 4 | < 0.1% |
| none | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| G | 66682 | |
| E | 60210 | |
| R | 60208 | |
| T | 60208 | |
| O | 40928 | |
| N | 34478 | |
| A | 33371 | |
| M | 33341 | |
| W | 7581 | 1.9% |
| Y | 30 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 397041 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| G | 66682 | |
| E | 60210 | |
| R | 60208 | |
| T | 60208 | |
| O | 40928 | |
| N | 34478 | |
| A | 33371 | |
| M | 33341 | |
| W | 7581 | 1.9% |
| Y | 30 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 397041 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| G | 66682 | |
| E | 60210 | |
| R | 60208 | |
| T | 60208 | |
| O | 40928 | |
| N | 34478 | |
| A | 33371 | |
| M | 33341 | |
| W | 7581 | 1.9% |
| Y | 30 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 397041 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| G | 66682 | |
| E | 60210 | |
| R | 60208 | |
| T | 60208 | |
| O | 40928 | |
| N | 34478 | |
| A | 33371 | |
| M | 33341 | |
| W | 7581 | 1.9% |
| Y | 30 | < 0.1% |
annual_inc
Real number (ℝ)
High correlation 
| Distinct | 6443 |
|---|---|
| Distinct (%) | 9.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 77758.751 |
| Minimum | 0 |
|---|---|
| Maximum | 4182504 |
| Zeros | 62 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 27000 |
| Q1 | 46000 |
| median | 65000 |
| Q3 | 94000 |
| 95-th percentile | 160000 |
| Maximum | 4182504 |
| Range | 4182504 |
| Interquartile range (IQR) | 48000 |
Descriptive statistics
| Standard deviation | 60606.422 |
|---|---|
| Coefficient of variation (CV) | 0.7794161 |
| Kurtosis | 561.77622 |
| Mean | 77758.751 |
| Median Absolute Deviation (MAD) | 22000 |
| Skewness | 13.405261 |
| Sum | 5.2736762 × 109 |
| Variance | 3.6731384 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60000 | 2634 | 3.9% |
| 50000 | 2244 | 3.3% |
| 65000 | 1911 | 2.8% |
| 80000 | 1840 | 2.7% |
| 70000 | 1782 | 2.6% |
| 40000 | 1767 | 2.6% |
| 75000 | 1724 | 2.5% |
| 45000 | 1611 | 2.4% |
| 55000 | 1568 | 2.3% |
| 100000 | 1499 | 2.2% |
| Other values (6433) | 49241 |
| Value | Count | Frequency (%) |
| 0 | 62 | |
| 1 | 1 | < 0.1% |
| 70 | 1 | < 0.1% |
| 500 | 1 | < 0.1% |
| 1000 | 4 | < 0.1% |
| 1200 | 2 | < 0.1% |
| 2000 | 2 | < 0.1% |
| 2402 | 1 | < 0.1% |
| 2800 | 1 | < 0.1% |
| 3000 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 4182504 | 1 | |
| 3000000 | 1 | |
| 2700000 | 1 | |
| 2568000 | 1 | |
| 2162772 | 1 | |
| 2000000 | 1 | |
| 1460000 | 1 | |
| 1370000 | 1 | |
| 1300000 | 1 | |
| 1250000 | 2 |
verification_status
Categorical
High correlation 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| Source Verified | |
|---|---|
| Not Verified | |
| Verified |
Length
| Max length | 15 |
|---|---|
| Median length | 12 |
| Mean length | 12.05715 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Verified |
|---|---|
| 2nd row | Source Verified |
| 3rd row | Verified |
| 4th row | Not Verified |
| 5th row | Not Verified |
Common Values
| Value | Count | Frequency (%) |
| Source Verified | 26584 | |
| Not Verified | 22268 | |
| Verified | 18969 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| verified | 67821 | |
| source | 26584 | 22.8% |
| not | 22268 | 19.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 162226 | |
| i | 135642 | |
| r | 94405 | |
| V | 67821 | |
| f | 67821 | |
| d | 67821 | |
| o | 48852 | 6.0% |
| 48852 | 6.0% | |
| S | 26584 | 3.3% |
| u | 26584 | 3.3% |
| Other values (3) | 71120 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 817728 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 162226 | |
| i | 135642 | |
| r | 94405 | |
| V | 67821 | |
| f | 67821 | |
| d | 67821 | |
| o | 48852 | 6.0% |
| 48852 | 6.0% | |
| S | 26584 | 3.3% |
| u | 26584 | 3.3% |
| Other values (3) | 71120 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 817728 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 162226 | |
| i | 135642 | |
| r | 94405 | |
| V | 67821 | |
| f | 67821 | |
| d | 67821 | |
| o | 48852 | 6.0% |
| 48852 | 6.0% | |
| S | 26584 | 3.3% |
| u | 26584 | 3.3% |
| Other values (3) | 71120 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 817728 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 162226 | |
| i | 135642 | |
| r | 94405 | |
| V | 67821 | |
| f | 67821 | |
| d | 67821 | |
| o | 48852 | 6.0% |
| 48852 | 6.0% | |
| S | 26584 | 3.3% |
| u | 26584 | 3.3% |
| Other values (3) | 71120 |
issue_d
Date
| Distinct | 139 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| Minimum | 2007-06-01 00:00:00 |
|---|---|
| Maximum | 2018-12-01 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
loan_status
Categorical
High correlation  Imbalance 
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| Fully Paid | |
|---|---|
| Current | |
| Charged Off | |
| Late (31-120 days) | 610 |
| In Grace Period | 233 |
| Other values (4) | 226 |
Length
| Max length | 51 |
|---|---|
| Median length | 50 |
| Mean length | 9.0999248 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Charged Off |
|---|---|
| 2nd row | Current |
| 3rd row | Current |
| 4th row | Fully Paid |
| 5th row | Fully Paid |
Common Values
| Value | Count | Frequency (%) |
| Fully Paid | 32326 | |
| Current | 26319 | |
| Charged Off | 8107 | 12.0% |
| Late (31-120 days) | 610 | 0.9% |
| In Grace Period | 233 | 0.3% |
| Late (16-30 days) | 158 | 0.2% |
| Does not meet the credit policy. Status:Fully Paid | 45 | 0.1% |
| Does not meet the credit policy. Status:Charged Off | 21 | < 0.1% |
| Default | 2 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| paid | 32371 | |
| fully | 32326 | |
| current | 26319 | |
| off | 8128 | 7.3% |
| charged | 8107 | 7.3% |
| late | 768 | 0.7% |
| days | 768 | 0.7% |
| 31-120 | 610 | 0.6% |
| grace | 233 | 0.2% |
| period | 233 | 0.2% |
| Other values (11) | 855 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 64810 | 10.5% |
| r | 61298 | 9.9% |
| u | 58758 | 9.5% |
| 42897 | 7.0% | |
| a | 42336 | 6.9% |
| d | 41566 | 6.7% |
| e | 36013 | 5.8% |
| C | 34447 | 5.6% |
| y | 33205 | 5.4% |
| i | 32736 | 5.3% |
| Other values (28) | 169100 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 617166 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 64810 | 10.5% |
| r | 61298 | 9.9% |
| u | 58758 | 9.5% |
| 42897 | 7.0% | |
| a | 42336 | 6.9% |
| d | 41566 | 6.7% |
| e | 36013 | 5.8% |
| C | 34447 | 5.6% |
| y | 33205 | 5.4% |
| i | 32736 | 5.3% |
| Other values (28) | 169100 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 617166 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 64810 | 10.5% |
| r | 61298 | 9.9% |
| u | 58758 | 9.5% |
| 42897 | 7.0% | |
| a | 42336 | 6.9% |
| d | 41566 | 6.7% |
| e | 36013 | 5.8% |
| C | 34447 | 5.6% |
| y | 33205 | 5.4% |
| i | 32736 | 5.3% |
| Other values (28) | 169100 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 617166 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 64810 | 10.5% |
| r | 61298 | 9.9% |
| u | 58758 | 9.5% |
| 42897 | 7.0% | |
| a | 42336 | 6.9% |
| d | 41566 | 6.7% |
| e | 36013 | 5.8% |
| C | 34447 | 5.6% |
| y | 33205 | 5.4% |
| i | 32736 | 5.3% |
| Other values (28) | 169100 |
pymnt_plan
Boolean
High correlation  Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 596.1 KiB |
| False | |
|---|---|
| True | 24 |
| Value | Count | Frequency (%) |
| False | 67797 | |
| True | 24 | < 0.1% |
url
Text
Unique 
| Distinct | 67821 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
Length
| Max length | 66 |
|---|---|
| Median length | 65 |
| Mean length | 65.266333 |
| Min length | 62 |
Unique
| Unique | 67821 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | https://lendingclub.com/browse/loanDetail.action?loan_id=96404876 |
|---|---|
| 2nd row | https://lendingclub.com/browse/loanDetail.action?loan_id=116270275 |
| 3rd row | https://lendingclub.com/browse/loanDetail.action?loan_id=94716506 |
| 4th row | https://lendingclub.com/browse/loanDetail.action?loan_id=79044197 |
| 5th row | https://lendingclub.com/browse/loanDetail.action?loan_id=91443780 |
| Value | Count | Frequency (%) |
| https://lendingclub.com/browse/loandetail.action?loan_id=96404876 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=2380310 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=97564385 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=127945754 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=94716506 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=79044197 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=91443780 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=88766045 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=131832227 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=136649827 | 1 | < 0.1% |
| Other values (67811) | 67811 |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 339105 | 7.7% |
| n | 339105 | 7.7% |
| o | 339105 | 7.7% |
| t | 271284 | 6.1% |
| / | 271284 | 6.1% |
| a | 271284 | 6.1% |
| i | 271284 | 6.1% |
| e | 203463 | 4.6% |
| c | 203463 | 4.6% |
| d | 135642 | 3.1% |
| Other values (25) | 1781409 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4426428 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 339105 | 7.7% |
| n | 339105 | 7.7% |
| o | 339105 | 7.7% |
| t | 271284 | 6.1% |
| / | 271284 | 6.1% |
| a | 271284 | 6.1% |
| i | 271284 | 6.1% |
| e | 203463 | 4.6% |
| c | 203463 | 4.6% |
| d | 135642 | 3.1% |
| Other values (25) | 1781409 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4426428 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 339105 | 7.7% |
| n | 339105 | 7.7% |
| o | 339105 | 7.7% |
| t | 271284 | 6.1% |
| / | 271284 | 6.1% |
| a | 271284 | 6.1% |
| i | 271284 | 6.1% |
| e | 203463 | 4.6% |
| c | 203463 | 4.6% |
| d | 135642 | 3.1% |
| Other values (25) | 1781409 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4426428 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 339105 | 7.7% |
| n | 339105 | 7.7% |
| o | 339105 | 7.7% |
| t | 271284 | 6.1% |
| / | 271284 | 6.1% |
| a | 271284 | 6.1% |
| i | 271284 | 6.1% |
| e | 203463 | 4.6% |
| c | 203463 | 4.6% |
| d | 135642 | 3.1% |
| Other values (25) | 1781409 |
desc
Text
Missing 
| Distinct | 3788 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 64023 |
| Missing (%) | 94.4% |
| Memory size | 1.0 MiB |
Length
| Max length | 3616 |
|---|---|
| Median length | 765 |
| Mean length | 229.63323 |
| Min length | 1 |
Unique
| Unique | 3786 ? |
|---|---|
| Unique (%) | 99.7% |
Sample
| 1st row | loan will be used for paying off credit card. |
|---|---|
| 2nd row | Borrower added on 03/03/14 > I am consolidating high-interest credit card debt into one monthly payment with a better interest rate for a 3 year term.<br><br> Borrower added on 03/04/14 > Right now, I pay a around $450/month to separate credit cards and the balance never goes down. With this loan, the payment is about $100/month but at least there is an end in sight after 3 years. I just want to have one neat monthly payment with a finish line at the end.<br><br> Borrower added on 03/05/14 > Sorry, I meant the payment on this loan is $100/month more than what I pay right now.<br><br> Borrower added on 03/06/14 > Thank you to all the investors that have helped fund this loan. I really appreciate it.<br> |
| 3rd row | Borrower added on 06/19/12 > I am trying to get rid of all of my credit cards, I have already cut them up and asked them for a lower rate but these companies do not want to help the consumer. I would like to be able to know that I am only 36 months away from being done with them for good. Thank you in advance for your support.<br><br> Borrower added on 06/19/12 > We are tired of the cycle of paying down debt on credit cards only to end up charging them back up again. I want to close our credit accounts and be able to count the days until we are completely done with the rat race circle.<br> |
| 4th row | Borrower added on 04/12/10 > I am a responsible professional with a contract for employment that will span the years of this loan. I am single and have relatively low living expenses. I also have a strong credit score.<br/>I recently purchased a Honda Accord- which is the credit inquiry on my credit. I financed $20,000 for the $31,000 car since my past car was paid off and I traded my car in.<br/> |
| 5th row | Borrower added on 08/21/12 > The loan is for home improvement on the exterior and back yard of my home<br><br> Borrower added on 08/27/12 > Home improvement to the exterior and back yard of my home because I desire to stay in this home at least for the next 20 years.<br><br> Borrower added on 08/29/12 > I assure that this home improvement will demonstrate to other neighbors the importance of my committment to keep our neighborhood looking great!<br> |
| Value | Count | Frequency (%) |
| to | 6052 | 3.9% |
| on | 5553 | 3.6% |
| i | 5129 | 3.3% |
| 4629 | 3.0% | |
| borrower | 4367 | 2.8% |
| added | 4365 | 2.8% |
| and | 4011 | 2.6% |
| my | 3720 | 2.4% |
| a | 3683 | 2.4% |
| the | 3190 | 2.0% |
| Other values (9880) | 111269 |
Most occurring characters
| Value | Count | Frequency (%) |
| 162476 | ||
| e | 70439 | 8.1% |
| o | 58352 | 6.7% |
| a | 53073 | 6.1% |
| r | 49782 | 5.7% |
| t | 47028 | 5.4% |
| n | 44884 | 5.1% |
| d | 37579 | 4.3% |
| i | 35600 | 4.1% |
| s | 29270 | 3.4% |
| Other values (88) | 283664 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 872147 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 162476 | ||
| e | 70439 | 8.1% |
| o | 58352 | 6.7% |
| a | 53073 | 6.1% |
| r | 49782 | 5.7% |
| t | 47028 | 5.4% |
| n | 44884 | 5.1% |
| d | 37579 | 4.3% |
| i | 35600 | 4.1% |
| s | 29270 | 3.4% |
| Other values (88) | 283664 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 872147 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 162476 | ||
| e | 70439 | 8.1% |
| o | 58352 | 6.7% |
| a | 53073 | 6.1% |
| r | 49782 | 5.7% |
| t | 47028 | 5.4% |
| n | 44884 | 5.1% |
| d | 37579 | 4.3% |
| i | 35600 | 4.1% |
| s | 29270 | 3.4% |
| Other values (88) | 283664 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 872147 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 162476 | ||
| e | 70439 | 8.1% |
| o | 58352 | 6.7% |
| a | 53073 | 6.1% |
| r | 49782 | 5.7% |
| t | 47028 | 5.4% |
| n | 44884 | 5.1% |
| d | 37579 | 4.3% |
| i | 35600 | 4.1% |
| s | 29270 | 3.4% |
| Other values (88) | 283664 |
purpose
Categorical
High correlation 
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| debt_consolidation | |
|---|---|
| credit_card | |
| home_improvement | |
| other | |
| major_purchase | 1455 |
| Other values (9) | 3712 |
Length
| Max length | 18 |
|---|---|
| Median length | 18 |
| Mean length | 14.817239 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | debt_consolidation |
|---|---|
| 2nd row | debt_consolidation |
| 3rd row | debt_consolidation |
| 4th row | credit_card |
| 5th row | credit_card |
Common Values
| Value | Count | Frequency (%) |
| debt_consolidation | 38524 | |
| credit_card | 15414 | |
| home_improvement | 4559 | 6.7% |
| other | 4157 | 6.1% |
| major_purchase | 1455 | 2.1% |
| medical | 823 | 1.2% |
| small_business | 717 | 1.1% |
| car | 717 | 1.1% |
| vacation | 445 | 0.7% |
| house | 440 | 0.6% |
| Other values (4) | 570 | 0.8% |
Length
| Value | Count | Frequency (%) |
| debt_consolidation | 38524 | |
| credit_card | 15414 | |
| home_improvement | 4559 | 6.7% |
| other | 4157 | 6.1% |
| major_purchase | 1455 | 2.1% |
| medical | 823 | 1.2% |
| small_business | 717 | 1.1% |
| car | 717 | 1.1% |
| vacation | 445 | 0.7% |
| house | 440 | 0.6% |
| Other values (4) | 570 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 131619 | |
| d | 108887 | |
| t | 101641 | |
| i | 99523 | |
| n | 83392 | |
| e | 75575 | |
| c | 72810 | |
| _ | 60722 | 6.0% |
| a | 60084 | 6.0% |
| s | 43287 | 4.3% |
| Other values (12) | 167380 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1004920 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 131619 | |
| d | 108887 | |
| t | 101641 | |
| i | 99523 | |
| n | 83392 | |
| e | 75575 | |
| c | 72810 | |
| _ | 60722 | 6.0% |
| a | 60084 | 6.0% |
| s | 43287 | 4.3% |
| Other values (12) | 167380 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1004920 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 131619 | |
| d | 108887 | |
| t | 101641 | |
| i | 99523 | |
| n | 83392 | |
| e | 75575 | |
| c | 72810 | |
| _ | 60722 | 6.0% |
| a | 60084 | 6.0% |
| s | 43287 | 4.3% |
| Other values (12) | 167380 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1004920 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 131619 | |
| d | 108887 | |
| t | 101641 | |
| i | 99523 | |
| n | 83392 | |
| e | 75575 | |
| c | 72810 | |
| _ | 60722 | 6.0% |
| a | 60084 | 6.0% |
| s | 43287 | 4.3% |
| Other values (12) | 167380 |
title
Text
Missing 
| Distinct | 3031 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 694 |
| Missing (%) | 1.0% |
| Memory size | 1.0 MiB |
Length
| Max length | 80 |
|---|---|
| Median length | 18 |
| Mean length | 17.6843 |
| Min length | 2 |
Unique
| Unique | 2619 ? |
|---|---|
| Unique (%) | 3.9% |
Sample
| 1st row | Debt consolidation |
|---|---|
| 2nd row | Debt consolidation |
| 3rd row | Debt consolidation |
| 4th row | Credit card refinancing |
| 5th row | Credit card refinancing |
| Value | Count | Frequency (%) |
| debt | 36353 | |
| consolidation | 36323 | |
| credit | 14933 | |
| card | 14673 | |
| refinancing | 14036 | 9.6% |
| home | 4836 | 3.3% |
| improvement | 4321 | 3.0% |
| other | 3815 | 2.6% |
| purchase | 1305 | 0.9% |
| major | 1288 | 0.9% |
| Other values (1781) | 14202 | 9.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 128499 | |
| i | 126582 | |
| o | 125432 | |
| t | 98638 | 8.3% |
| e | 92452 | 7.8% |
| 79180 | 6.7% | |
| a | 75631 | 6.4% |
| d | 69142 | 5.8% |
| c | 68454 | 5.8% |
| r | 57592 | 4.9% |
| Other values (74) | 265492 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1187094 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 128499 | |
| i | 126582 | |
| o | 125432 | |
| t | 98638 | 8.3% |
| e | 92452 | 7.8% |
| 79180 | 6.7% | |
| a | 75631 | 6.4% |
| d | 69142 | 5.8% |
| c | 68454 | 5.8% |
| r | 57592 | 4.9% |
| Other values (74) | 265492 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1187094 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 128499 | |
| i | 126582 | |
| o | 125432 | |
| t | 98638 | 8.3% |
| e | 92452 | 7.8% |
| 79180 | 6.7% | |
| a | 75631 | 6.4% |
| d | 69142 | 5.8% |
| c | 68454 | 5.8% |
| r | 57592 | 4.9% |
| Other values (74) | 265492 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1187094 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 128499 | |
| i | 126582 | |
| o | 125432 | |
| t | 98638 | 8.3% |
| e | 92452 | 7.8% |
| 79180 | 6.7% | |
| a | 75631 | 6.4% |
| d | 69142 | 5.8% |
| c | 68454 | 5.8% |
| r | 57592 | 4.9% |
| Other values (74) | 265492 |
zip_code
Text
| Distinct | 874 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Unique
| Unique | 21 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 773xx |
|---|---|
| 2nd row | 548xx |
| 3rd row | 322xx |
| 4th row | 609xx |
| 5th row | 941xx |
| Value | Count | Frequency (%) |
| 750xx | 765 | 1.1% |
| 112xx | 711 | 1.0% |
| 945xx | 668 | 1.0% |
| 300xx | 630 | 0.9% |
| 606xx | 628 | 0.9% |
| 331xx | 576 | 0.8% |
| 770xx | 559 | 0.8% |
| 070xx | 530 | 0.8% |
| 900xx | 530 | 0.8% |
| 100xx | 529 | 0.8% |
| Other values (864) | 61695 |
Most occurring characters
| Value | Count | Frequency (%) |
| x | 135642 | |
| 0 | 30257 | 8.9% |
| 1 | 24376 | 7.2% |
| 3 | 22703 | 6.7% |
| 2 | 21433 | 6.3% |
| 7 | 20255 | 6.0% |
| 9 | 19684 | 5.8% |
| 4 | 17551 | 5.2% |
| 8 | 16310 | 4.8% |
| 5 | 16030 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 339105 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| x | 135642 | |
| 0 | 30257 | 8.9% |
| 1 | 24376 | 7.2% |
| 3 | 22703 | 6.7% |
| 2 | 21433 | 6.3% |
| 7 | 20255 | 6.0% |
| 9 | 19684 | 5.8% |
| 4 | 17551 | 5.2% |
| 8 | 16310 | 4.8% |
| 5 | 16030 | 4.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 339105 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| x | 135642 | |
| 0 | 30257 | 8.9% |
| 1 | 24376 | 7.2% |
| 3 | 22703 | 6.7% |
| 2 | 21433 | 6.3% |
| 7 | 20255 | 6.0% |
| 9 | 19684 | 5.8% |
| 4 | 17551 | 5.2% |
| 8 | 16310 | 4.8% |
| 5 | 16030 | 4.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 339105 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| x | 135642 | |
| 0 | 30257 | 8.9% |
| 1 | 24376 | 7.2% |
| 3 | 22703 | 6.7% |
| 2 | 21433 | 6.3% |
| 7 | 20255 | 6.0% |
| 9 | 19684 | 5.8% |
| 4 | 17551 | 5.2% |
| 8 | 16310 | 4.8% |
| 5 | 16030 | 4.7% |
addr_state
Categorical
High correlation 
| Distinct | 50 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| CA | |
|---|---|
| NY | |
| TX | |
| FL | |
| IL | 2765 |
| Other values (45) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TX |
|---|---|
| 2nd row | WI |
| 3rd row | FL |
| 4th row | IL |
| 5th row | CA |
Common Values
| Value | Count | Frequency (%) |
| CA | 9400 | 13.9% |
| NY | 5700 | 8.4% |
| TX | 5528 | 8.2% |
| FL | 4833 | 7.1% |
| IL | 2765 | 4.1% |
| NJ | 2437 | 3.6% |
| PA | 2307 | 3.4% |
| GA | 2241 | 3.3% |
| OH | 2215 | 3.3% |
| VA | 1984 | 2.9% |
| Other values (40) | 28411 |
Length
| Value | Count | Frequency (%) |
| ca | 9400 | 13.9% |
| ny | 5700 | 8.4% |
| tx | 5528 | 8.2% |
| fl | 4833 | 7.1% |
| il | 2765 | 4.1% |
| nj | 2437 | 3.6% |
| pa | 2307 | 3.4% |
| ga | 2241 | 3.3% |
| oh | 2215 | 3.3% |
| va | 1984 | 2.9% |
| Other values (40) | 28411 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 22783 | |
| N | 15368 | |
| C | 14793 | |
| L | 9220 | 6.8% |
| T | 8522 | 6.3% |
| M | 8298 | 6.1% |
| I | 7343 | 5.4% |
| Y | 6477 | 4.8% |
| O | 6094 | 4.5% |
| X | 5528 | 4.1% |
| Other values (14) | 31216 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 135642 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 22783 | |
| N | 15368 | |
| C | 14793 | |
| L | 9220 | 6.8% |
| T | 8522 | 6.3% |
| M | 8298 | 6.1% |
| I | 7343 | 5.4% |
| Y | 6477 | 4.8% |
| O | 6094 | 4.5% |
| X | 5528 | 4.1% |
| Other values (14) | 31216 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 135642 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 22783 | |
| N | 15368 | |
| C | 14793 | |
| L | 9220 | 6.8% |
| T | 8522 | 6.3% |
| M | 8298 | 6.1% |
| I | 7343 | 5.4% |
| Y | 6477 | 4.8% |
| O | 6094 | 4.5% |
| X | 5528 | 4.1% |
| Other values (14) | 31216 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 135642 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 22783 | |
| N | 15368 | |
| C | 14793 | |
| L | 9220 | 6.8% |
| T | 8522 | 6.3% |
| M | 8298 | 6.1% |
| I | 7343 | 5.4% |
| Y | 6477 | 4.8% |
| O | 6094 | 4.5% |
| X | 5528 | 4.1% |
| Other values (14) | 31216 |
dti
Real number (ℝ)
High correlation  Skewed 
| Distinct | 4720 |
|---|---|
| Distinct (%) | 7.0% |
| Missing | 63 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.937623 |
| Minimum | 0 |
|---|---|
| Maximum | 999 |
| Zeros | 51 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4.97 |
| Q1 | 11.96 |
| median | 17.89 |
| Q3 | 24.64 |
| 95-th percentile | 33.92 |
| Maximum | 999 |
| Range | 999 |
| Interquartile range (IQR) | 12.68 |
Descriptive statistics
| Standard deviation | 15.220299 |
|---|---|
| Coefficient of variation (CV) | 0.80370695 |
| Kurtosis | 1787.7685 |
| Mean | 18.937623 |
| Median Absolute Deviation (MAD) | 6.3 |
| Skewness | 31.074946 |
| Sum | 1283175.5 |
| Variance | 231.65751 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 16.8 | 60 | 0.1% |
| 19.2 | 56 | 0.1% |
| 18 | 55 | 0.1% |
| 0 | 51 | 0.1% |
| 16.43 | 48 | 0.1% |
| 11.76 | 48 | 0.1% |
| 15.2 | 47 | 0.1% |
| 14.81 | 46 | 0.1% |
| 14.85 | 46 | 0.1% |
| 12 | 46 | 0.1% |
| Other values (4710) | 67255 | |
| (Missing) | 63 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 51 | |
| 0.01 | 1 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| 0.06 | 1 | < 0.1% |
| 0.07 | 1 | < 0.1% |
| 0.1 | 1 | < 0.1% |
| 0.11 | 2 | < 0.1% |
| 0.12 | 1 | < 0.1% |
| 0.13 | 1 | < 0.1% |
| 0.14 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 999 | 6 | |
| 797.1 | 1 | < 0.1% |
| 690.18 | 1 | < 0.1% |
| 669.88 | 1 | < 0.1% |
| 545.05 | 1 | < 0.1% |
| 442.5 | 1 | < 0.1% |
| 358.76 | 1 | < 0.1% |
| 352.51 | 1 | < 0.1% |
| 343.37 | 1 | < 0.1% |
| 334.1 | 1 | < 0.1% |
delinq_2yrs
Real number (ℝ)
High correlation  Zeros 
| Distinct | 21 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.30524919 |
| Minimum | 0 |
|---|---|
| Maximum | 24 |
| Zeros | 55148 |
| Zeros (%) | 81.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 24 |
| Range | 24 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.85525302 |
|---|---|
| Coefficient of variation (CV) | 2.8018191 |
| Kurtosis | 60.636716 |
| Mean | 0.30524919 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.7177958 |
| Sum | 20702 |
| Variance | 0.73145772 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 55148 | |
| 1 | 8459 | 12.5% |
| 2 | 2478 | 3.7% |
| 3 | 896 | 1.3% |
| 4 | 364 | 0.5% |
| 5 | 208 | 0.3% |
| 6 | 103 | 0.2% |
| 7 | 58 | 0.1% |
| 8 | 43 | 0.1% |
| 9 | 16 | < 0.1% |
| Other values (11) | 47 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 55148 | |
| 1 | 8459 | 12.5% |
| 2 | 2478 | 3.7% |
| 3 | 896 | 1.3% |
| 4 | 364 | 0.5% |
| 5 | 208 | 0.3% |
| 6 | 103 | 0.2% |
| 7 | 58 | 0.1% |
| 8 | 43 | 0.1% |
| 9 | 16 | < 0.1% |
| Value | Count | Frequency (%) |
| 24 | 1 | < 0.1% |
| 20 | 2 | < 0.1% |
| 18 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 2 | < 0.1% |
| 15 | 1 | < 0.1% |
| 14 | 2 | < 0.1% |
| 13 | 8 | |
| 12 | 8 | |
| 11 | 7 |
earliest_cr_line
Date
| Distinct | 637 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 1.0 MiB |
| Minimum | 1954-01-01 00:00:00 |
|---|---|
| Maximum | 2015-11-01 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
fico_range_low
Real number (ℝ)
High correlation 
| Distinct | 43 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 698.59557 |
| Minimum | 625 |
|---|---|
| Maximum | 845 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 625 |
|---|---|
| 5-th percentile | 660 |
| Q1 | 675 |
| median | 690 |
| Q3 | 715 |
| 95-th percentile | 765 |
| Maximum | 845 |
| Range | 220 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 32.999597 |
|---|---|
| Coefficient of variation (CV) | 0.047237055 |
| Kurtosis | 1.3493002 |
| Mean | 698.59557 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 1.1952891 |
| Sum | 47379450 |
| Variance | 1088.9734 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 660 | 5684 | 8.4% |
| 670 | 5427 | 8.0% |
| 665 | 5325 | 7.9% |
| 680 | 5090 | 7.5% |
| 675 | 4903 | 7.2% |
| 685 | 4448 | 6.6% |
| 690 | 4285 | 6.3% |
| 695 | 3862 | 5.7% |
| 700 | 3823 | 5.6% |
| 705 | 3453 | 5.1% |
| Other values (33) | 21521 |
| Value | Count | Frequency (%) |
| 625 | 1 | < 0.1% |
| 640 | 3 | < 0.1% |
| 645 | 1 | < 0.1% |
| 650 | 6 | < 0.1% |
| 655 | 5 | < 0.1% |
| 660 | 5684 | |
| 665 | 5325 | |
| 670 | 5427 | |
| 675 | 4903 | |
| 680 | 5090 |
| Value | Count | Frequency (%) |
| 845 | 16 | < 0.1% |
| 840 | 23 | < 0.1% |
| 835 | 25 | < 0.1% |
| 830 | 48 | 0.1% |
| 825 | 53 | 0.1% |
| 820 | 86 | 0.1% |
| 815 | 132 | |
| 810 | 146 | |
| 805 | 197 | |
| 800 | 251 |
fico_range_high
Real number (ℝ)
High correlation 
| Distinct | 43 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 702.5958 |
| Minimum | 629 |
|---|---|
| Maximum | 850 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 629 |
|---|---|
| 5-th percentile | 664 |
| Q1 | 679 |
| median | 694 |
| Q3 | 719 |
| 95-th percentile | 769 |
| Maximum | 850 |
| Range | 221 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 33.000648 |
|---|---|
| Coefficient of variation (CV) | 0.046969605 |
| Kurtosis | 1.3512352 |
| Mean | 702.5958 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 1.1955786 |
| Sum | 47650750 |
| Variance | 1089.0427 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 664 | 5684 | 8.4% |
| 674 | 5427 | 8.0% |
| 669 | 5325 | 7.9% |
| 684 | 5090 | 7.5% |
| 679 | 4903 | 7.2% |
| 689 | 4448 | 6.6% |
| 694 | 4285 | 6.3% |
| 699 | 3862 | 5.7% |
| 704 | 3823 | 5.6% |
| 709 | 3453 | 5.1% |
| Other values (33) | 21521 |
| Value | Count | Frequency (%) |
| 629 | 1 | < 0.1% |
| 644 | 3 | < 0.1% |
| 649 | 1 | < 0.1% |
| 654 | 6 | < 0.1% |
| 659 | 5 | < 0.1% |
| 664 | 5684 | |
| 669 | 5325 | |
| 674 | 5427 | |
| 679 | 4903 | |
| 684 | 5090 |
| Value | Count | Frequency (%) |
| 850 | 16 | < 0.1% |
| 844 | 23 | < 0.1% |
| 839 | 25 | < 0.1% |
| 834 | 48 | 0.1% |
| 829 | 53 | 0.1% |
| 824 | 86 | 0.1% |
| 819 | 132 | |
| 814 | 146 | |
| 809 | 197 | |
| 804 | 251 |
inq_last_6mths
Real number (ℝ)
High correlation  Zeros 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.58083161 |
| Minimum | 0 |
|---|---|
| Maximum | 18 |
| Zeros | 41284 |
| Zeros (%) | 60.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.88498621 |
|---|---|
| Coefficient of variation (CV) | 1.5236537 |
| Kurtosis | 6.4685466 |
| Mean | 0.58083161 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.9511436 |
| Sum | 39392 |
| Variance | 0.78320059 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 41284 | |
| 1 | 17586 | |
| 2 | 6091 | 9.0% |
| 3 | 2125 | 3.1% |
| 4 | 500 | 0.7% |
| 5 | 181 | 0.3% |
| 6 | 44 | 0.1% |
| 7 | 4 | < 0.1% |
| 8 | 3 | < 0.1% |
| 18 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 41284 | |
| 1 | 17586 | |
| 2 | 6091 | 9.0% |
| 3 | 2125 | 3.1% |
| 4 | 500 | 0.7% |
| 5 | 181 | 0.3% |
| 6 | 44 | 0.1% |
| 7 | 4 | < 0.1% |
| 8 | 3 | < 0.1% |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 18 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 8 | 3 | < 0.1% |
| 7 | 4 | < 0.1% |
| 6 | 44 | 0.1% |
| 5 | 181 | 0.3% |
| 4 | 500 | 0.7% |
| 3 | 2125 | 3.1% |
| 2 | 6091 | 9.0% |
| 1 | 17586 |
mths_since_last_delinq
Real number (ℝ)
High correlation  Missing 
| Distinct | 115 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 34676 |
| Missing (%) | 51.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.594268 |
| Minimum | 0 |
|---|---|
| Maximum | 146 |
| Zeros | 63 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 16 |
| median | 32 |
| Q3 | 50 |
| 95-th percentile | 75 |
| Maximum | 146 |
| Range | 146 |
| Interquartile range (IQR) | 34 |
Descriptive statistics
| Standard deviation | 21.911203 |
|---|---|
| Coefficient of variation (CV) | 0.6333767 |
| Kurtosis | -0.78206301 |
| Mean | 34.594268 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.44091372 |
| Sum | 1146627 |
| Variance | 480.10082 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 642 | 0.9% |
| 13 | 626 | 0.9% |
| 6 | 610 | 0.9% |
| 14 | 606 | 0.9% |
| 7 | 605 | 0.9% |
| 8 | 604 | 0.9% |
| 10 | 602 | 0.9% |
| 15 | 602 | 0.9% |
| 11 | 599 | 0.9% |
| 9 | 598 | 0.9% |
| Other values (105) | 27051 | |
| (Missing) | 34676 |
| Value | Count | Frequency (%) |
| 0 | 63 | 0.1% |
| 1 | 201 | 0.3% |
| 2 | 289 | |
| 3 | 409 | |
| 4 | 485 | |
| 5 | 533 | |
| 6 | 610 | |
| 7 | 605 | |
| 8 | 604 | |
| 9 | 598 |
| Value | Count | Frequency (%) |
| 146 | 1 | |
| 126 | 1 | |
| 120 | 2 | |
| 118 | 2 | |
| 116 | 1 | |
| 115 | 1 | |
| 113 | 2 | |
| 112 | 1 | |
| 110 | 1 | |
| 106 | 1 |
mths_since_last_record
Real number (ℝ)
Missing 
| Distinct | 122 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 57008 |
| Missing (%) | 84.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 72.037085 |
| Minimum | 0 |
|---|---|
| Maximum | 126 |
| Zeros | 36 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 23.6 |
| Q1 | 55 |
| median | 74 |
| Q3 | 92 |
| 95-th percentile | 113 |
| Maximum | 126 |
| Range | 126 |
| Interquartile range (IQR) | 37 |
Descriptive statistics
| Standard deviation | 26.515525 |
|---|---|
| Coefficient of variation (CV) | 0.3680816 |
| Kurtosis | -0.42858803 |
| Mean | 72.037085 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | -0.35266469 |
| Sum | 778937 |
| Variance | 703.07308 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 80 | 194 | 0.3% |
| 67 | 178 | 0.3% |
| 75 | 172 | 0.3% |
| 72 | 166 | 0.2% |
| 62 | 164 | 0.2% |
| 81 | 162 | 0.2% |
| 84 | 162 | 0.2% |
| 78 | 160 | 0.2% |
| 66 | 159 | 0.2% |
| 71 | 157 | 0.2% |
| Other values (112) | 9139 | 13.5% |
| (Missing) | 57008 |
| Value | Count | Frequency (%) |
| 0 | 36 | |
| 1 | 2 | < 0.1% |
| 2 | 7 | < 0.1% |
| 3 | 5 | < 0.1% |
| 4 | 10 | < 0.1% |
| 5 | 19 | |
| 6 | 19 | |
| 7 | 13 | < 0.1% |
| 8 | 19 | |
| 9 | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| 126 | 1 | < 0.1% |
| 121 | 2 | < 0.1% |
| 119 | 37 | 0.1% |
| 118 | 79 | |
| 117 | 91 | |
| 116 | 83 | |
| 115 | 93 | |
| 114 | 85 | |
| 113 | 95 | |
| 112 | 96 |
open_acc
Real number (ℝ)
High correlation 
| Distinct | 60 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.607977 |
| Minimum | 0 |
|---|---|
| Maximum | 94 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 8 |
| median | 11 |
| Q3 | 14 |
| 95-th percentile | 22 |
| Maximum | 94 |
| Range | 94 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.6468364 |
|---|---|
| Coefficient of variation (CV) | 0.48646172 |
| Kurtosis | 3.7268159 |
| Mean | 11.607977 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.3305332 |
| Sum | 787253 |
| Variance | 31.886762 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 5854 | 8.6% |
| 8 | 5735 | 8.5% |
| 10 | 5603 | 8.3% |
| 11 | 5271 | 7.8% |
| 7 | 5247 | 7.7% |
| 12 | 4622 | 6.8% |
| 6 | 4425 | 6.5% |
| 13 | 4108 | 6.1% |
| 14 | 3570 | 5.3% |
| 5 | 3185 | 4.7% |
| Other values (50) | 20200 |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 1 | 61 | 0.1% |
| 2 | 322 | 0.5% |
| 3 | 935 | 1.4% |
| 4 | 2086 | 3.1% |
| 5 | 3185 | |
| 6 | 4425 | |
| 7 | 5247 | |
| 8 | 5735 | |
| 9 | 5854 |
| Value | Count | Frequency (%) |
| 94 | 1 | < 0.1% |
| 66 | 1 | < 0.1% |
| 61 | 1 | < 0.1% |
| 60 | 1 | < 0.1% |
| 57 | 1 | < 0.1% |
| 56 | 2 | |
| 53 | 2 | |
| 52 | 2 | |
| 51 | 4 | |
| 50 | 1 | < 0.1% |
pub_rec
Real number (ℝ)
High correlation  Zeros 
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.19764081 |
| Minimum | 0 |
|---|---|
| Maximum | 24 |
| Zeros | 57043 |
| Zeros (%) | 84.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 24 |
| Range | 24 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.55892975 |
|---|---|
| Coefficient of variation (CV) | 2.8280077 |
| Kurtosis | 131.84474 |
| Mean | 0.19764081 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.8980795 |
| Sum | 13404 |
| Variance | 0.31240246 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 57043 | |
| 1 | 9206 | 13.6% |
| 2 | 1034 | 1.5% |
| 3 | 310 | 0.5% |
| 4 | 119 | 0.2% |
| 5 | 48 | 0.1% |
| 6 | 26 | < 0.1% |
| 7 | 9 | < 0.1% |
| 8 | 8 | < 0.1% |
| 9 | 7 | < 0.1% |
| Other values (6) | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 57043 | |
| 1 | 9206 | 13.6% |
| 2 | 1034 | 1.5% |
| 3 | 310 | 0.5% |
| 4 | 119 | 0.2% |
| 5 | 48 | 0.1% |
| 6 | 26 | < 0.1% |
| 7 | 9 | < 0.1% |
| 8 | 8 | < 0.1% |
| 9 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 24 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| 11 | 3 | < 0.1% |
| 10 | 3 | < 0.1% |
| 9 | 7 | < 0.1% |
| 8 | 8 | < 0.1% |
| 7 | 9 | < 0.1% |
| 6 | 26 |
revol_bal
Real number (ℝ)
High correlation 
| Distinct | 31351 |
|---|---|
| Distinct (%) | 46.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16625.099 |
| Minimum | 0 |
|---|---|
| Maximum | 1101954 |
| Zeros | 341 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1595 |
| Q1 | 5931 |
| median | 11345 |
| Q3 | 20322 |
| 95-th percentile | 45463 |
| Maximum | 1101954 |
| Range | 1101954 |
| Interquartile range (IQR) | 14391 |
Descriptive statistics
| Standard deviation | 21952.052 |
|---|---|
| Coefficient of variation (CV) | 1.3204163 |
| Kurtosis | 251.5847 |
| Mean | 16625.099 |
| Median Absolute Deviation (MAD) | 6414 |
| Skewness | 9.9499945 |
| Sum | 1.1275308 × 109 |
| Variance | 4.8189257 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 341 | 0.5% |
| 3933 | 12 | < 0.1% |
| 5817 | 12 | < 0.1% |
| 11622 | 12 | < 0.1% |
| 10428 | 11 | < 0.1% |
| 6427 | 11 | < 0.1% |
| 5426 | 11 | < 0.1% |
| 7373 | 11 | < 0.1% |
| 10349 | 11 | < 0.1% |
| 5549 | 10 | < 0.1% |
| Other values (31341) | 67379 |
| Value | Count | Frequency (%) |
| 0 | 341 | |
| 1 | 4 | < 0.1% |
| 2 | 5 | < 0.1% |
| 3 | 2 | < 0.1% |
| 4 | 8 | < 0.1% |
| 5 | 5 | < 0.1% |
| 6 | 2 | < 0.1% |
| 7 | 4 | < 0.1% |
| 8 | 5 | < 0.1% |
| 9 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 1101954 | 1 | |
| 971736 | 1 | |
| 799950 | 1 | |
| 664894 | 1 | |
| 659947 | 1 | |
| 566420 | 1 | |
| 486649 | 1 | |
| 484549 | 1 | |
| 477970 | 1 | |
| 454191 | 1 |
revol_util
Real number (ℝ)
High correlation 
| Distinct | 1073 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 46 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.465264 |
| Minimum | 0 |
|---|---|
| Maximum | 137.9 |
| Zeros | 364 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 9.5 |
| Q1 | 31.7 |
| median | 50.4 |
| Q3 | 69.5 |
| 95-th percentile | 91.2 |
| Maximum | 137.9 |
| Range | 137.9 |
| Interquartile range (IQR) | 37.8 |
Descriptive statistics
| Standard deviation | 24.742038 |
|---|---|
| Coefficient of variation (CV) | 0.49027858 |
| Kurtosis | -0.83482428 |
| Mean | 50.465264 |
| Median Absolute Deviation (MAD) | 18.9 |
| Skewness | -0.0049774896 |
| Sum | 3420283.3 |
| Variance | 612.16844 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 364 | 0.5% |
| 57 | 147 | 0.2% |
| 45 | 138 | 0.2% |
| 61 | 135 | 0.2% |
| 55 | 133 | 0.2% |
| 44 | 133 | 0.2% |
| 48 | 133 | 0.2% |
| 60 | 132 | 0.2% |
| 39 | 130 | 0.2% |
| 46 | 127 | 0.2% |
| Other values (1063) | 66203 |
| Value | Count | Frequency (%) |
| 0 | 364 | |
| 0.1 | 46 | 0.1% |
| 0.12 | 1 | < 0.1% |
| 0.2 | 41 | 0.1% |
| 0.3 | 27 | < 0.1% |
| 0.4 | 22 | < 0.1% |
| 0.5 | 36 | 0.1% |
| 0.6 | 32 | < 0.1% |
| 0.7 | 26 | < 0.1% |
| 0.8 | 28 | < 0.1% |
| Value | Count | Frequency (%) |
| 137.9 | 1 | |
| 133.6 | 1 | |
| 129.4 | 1 | |
| 128.7 | 1 | |
| 127.6 | 2 | |
| 115.7 | 2 | |
| 114.8 | 1 | |
| 113.8 | 1 | |
| 113.7 | 1 | |
| 113.1 | 1 |
total_acc
Real number (ℝ)
High correlation 
| Distinct | 107 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.216264 |
| Minimum | 1 |
|---|---|
| Maximum | 165 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 15 |
| median | 22 |
| Q3 | 31 |
| 95-th percentile | 47 |
| Maximum | 165 |
| Range | 164 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 12.069215 |
|---|---|
| Coefficient of variation (CV) | 0.49839295 |
| Kurtosis | 2.3137989 |
| Mean | 24.216264 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 1.0554072 |
| Sum | 1642347 |
| Variance | 145.66595 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 21 | 2518 | 3.7% |
| 18 | 2472 | 3.6% |
| 20 | 2470 | 3.6% |
| 19 | 2442 | 3.6% |
| 22 | 2409 | 3.6% |
| 17 | 2404 | 3.5% |
| 23 | 2396 | 3.5% |
| 15 | 2360 | 3.5% |
| 16 | 2342 | 3.5% |
| 24 | 2263 | 3.3% |
| Other values (97) | 43744 |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 2 | 43 | 0.1% |
| 3 | 132 | 0.2% |
| 4 | 305 | 0.4% |
| 5 | 477 | 0.7% |
| 6 | 712 | |
| 7 | 959 | |
| 8 | 1178 | |
| 9 | 1416 | |
| 10 | 1528 |
| Value | Count | Frequency (%) |
| 165 | 1 | |
| 160 | 1 | |
| 144 | 1 | |
| 133 | 1 | |
| 116 | 1 | |
| 112 | 1 | |
| 111 | 1 | |
| 101 | 1 | |
| 99 | 1 | |
| 98 | 1 |
initial_list_status
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| w | |
|---|---|
| f |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | f |
|---|---|
| 2nd row | w |
| 3rd row | f |
| 4th row | f |
| 5th row | w |
Common Values
| Value | Count | Frequency (%) |
| w | 46039 | |
| f | 21782 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| w | 46039 | |
| f | 21782 |
Most occurring characters
| Value | Count | Frequency (%) |
| w | 46039 | |
| f | 21782 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 67821 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| w | 46039 | |
| f | 21782 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 67821 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| w | 46039 | |
| f | 21782 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 67821 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| w | 46039 | |
| f | 21782 |
out_prncp
Real number (ℝ)
High correlation  Zeros 
| Distinct | 22587 |
|---|---|
| Distinct (%) | 33.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4191.1591 |
| Minimum | 0 |
|---|---|
| Maximum | 39318.12 |
| Zeros | 40642 |
| Zeros (%) | 59.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 6042.64 |
| 95-th percentile | 21072.04 |
| Maximum | 39318.12 |
| Range | 39318.12 |
| Interquartile range (IQR) | 6042.64 |
Descriptive statistics
| Standard deviation | 7329.4412 |
|---|---|
| Coefficient of variation (CV) | 1.7487862 |
| Kurtosis | 4.0209917 |
| Mean | 4191.1591 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.0740616 |
| Sum | 2.842486 × 108 |
| Variance | 53720709 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 40642 | |
| 8747.25 | 11 | < 0.1% |
| 9238.49 | 10 | < 0.1% |
| 7705.1 | 10 | < 0.1% |
| 9070.32 | 9 | < 0.1% |
| 30587.85 | 9 | < 0.1% |
| 6172.91 | 9 | < 0.1% |
| 16392.01 | 9 | < 0.1% |
| 6725.76 | 9 | < 0.1% |
| 8457.66 | 9 | < 0.1% |
| Other values (22577) | 27094 |
| Value | Count | Frequency (%) |
| 0 | 40642 | |
| 0.03 | 1 | < 0.1% |
| 0.13 | 1 | < 0.1% |
| 0.18 | 2 | < 0.1% |
| 0.29 | 1 | < 0.1% |
| 0.34 | 1 | < 0.1% |
| 0.37 | 1 | < 0.1% |
| 0.4 | 1 | < 0.1% |
| 0.41 | 1 | < 0.1% |
| 0.46 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 39318.12 | 1 | < 0.1% |
| 39257.67 | 1 | < 0.1% |
| 39136.96 | 1 | < 0.1% |
| 39055.41 | 1 | < 0.1% |
| 39040.73 | 1 | < 0.1% |
| 39010.32 | 1 | < 0.1% |
| 38766.44 | 1 | < 0.1% |
| 38669.13 | 1 | < 0.1% |
| 38608.83 | 1 | < 0.1% |
| 38553.3 | 3 |
out_prncp_inv
Real number (ℝ)
High correlation  Zeros 
| Distinct | 22824 |
|---|---|
| Distinct (%) | 33.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4190.2138 |
| Minimum | 0 |
|---|---|
| Maximum | 39318.12 |
| Zeros | 40642 |
| Zeros (%) | 59.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 6035.36 |
| 95-th percentile | 21070.39 |
| Maximum | 39318.12 |
| Range | 39318.12 |
| Interquartile range (IQR) | 6035.36 |
Descriptive statistics
| Standard deviation | 7328.5608 |
|---|---|
| Coefficient of variation (CV) | 1.7489706 |
| Kurtosis | 4.0230643 |
| Mean | 4190.2138 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.0744797 |
| Sum | 2.8418449 × 108 |
| Variance | 53707803 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 40642 | |
| 8747.25 | 11 | < 0.1% |
| 7705.1 | 10 | < 0.1% |
| 9238.49 | 10 | < 0.1% |
| 16392.01 | 9 | < 0.1% |
| 6172.91 | 9 | < 0.1% |
| 8457.66 | 9 | < 0.1% |
| 10702.11 | 8 | < 0.1% |
| 11642.41 | 8 | < 0.1% |
| 30587.85 | 8 | < 0.1% |
| Other values (22814) | 27097 |
| Value | Count | Frequency (%) |
| 0 | 40642 | |
| 0.03 | 1 | < 0.1% |
| 0.13 | 1 | < 0.1% |
| 0.18 | 2 | < 0.1% |
| 0.29 | 1 | < 0.1% |
| 0.34 | 1 | < 0.1% |
| 0.37 | 1 | < 0.1% |
| 0.4 | 1 | < 0.1% |
| 0.41 | 1 | < 0.1% |
| 0.46 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 39318.12 | 1 | < 0.1% |
| 39257.67 | 1 | < 0.1% |
| 39136.96 | 1 | < 0.1% |
| 39055.41 | 1 | < 0.1% |
| 39040.73 | 1 | < 0.1% |
| 39010.32 | 1 | < 0.1% |
| 38766.44 | 1 | < 0.1% |
| 38669.13 | 1 | < 0.1% |
| 38608.83 | 1 | < 0.1% |
| 38553.3 | 3 |
total_pymnt
Real number (ℝ)
High correlation 
| Distinct | 64798 |
|---|---|
| Distinct (%) | 95.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12123.252 |
| Minimum | 0 |
|---|---|
| Maximum | 62687.031 |
| Zeros | 27 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1363.25 |
| Q1 | 4546.75 |
| median | 9412.282 |
| Q3 | 17022.552 |
| 95-th percentile | 32765.2 |
| Maximum | 62687.031 |
| Range | 62687.031 |
| Interquartile range (IQR) | 12475.802 |
Descriptive statistics
| Standard deviation | 9904.4306 |
|---|---|
| Coefficient of variation (CV) | 0.81697803 |
| Kurtosis | 1.3371219 |
| Mean | 12123.252 |
| Median Absolute Deviation (MAD) | 5683.4518 |
| Skewness | 1.2598179 |
| Sum | 8.2221107 × 108 |
| Variance | 98097745 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 27 | < 0.1% |
| 27095.91178 | 9 | < 0.1% |
| 4185.03 | 8 | < 0.1% |
| 10838.35484 | 8 | < 0.1% |
| 915.34 | 8 | < 0.1% |
| 5791.27 | 7 | < 0.1% |
| 13510.12859 | 7 | < 0.1% |
| 2765.74 | 7 | < 0.1% |
| 2881.07 | 7 | < 0.1% |
| 9737.46 | 7 | < 0.1% |
| Other values (64788) | 67726 |
| Value | Count | Frequency (%) |
| 0 | 27 | |
| 33.63 | 1 | < 0.1% |
| 93.83 | 1 | < 0.1% |
| 102.83 | 1 | < 0.1% |
| 107.42 | 2 | < 0.1% |
| 110.28 | 2 | < 0.1% |
| 113.29 | 1 | < 0.1% |
| 113.59 | 1 | < 0.1% |
| 117.05 | 1 | < 0.1% |
| 121.82 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 62687.03089 | 1 | |
| 62070.70453 | 1 | |
| 60576.30682 | 1 | |
| 60336.05294 | 1 | |
| 60197.48715 | 1 | |
| 59807.61598 | 1 | |
| 59702.84173 | 1 | |
| 59683.79981 | 1 | |
| 59534.6569 | 1 | |
| 59068.97352 | 1 |
total_pymnt_inv
Real number (ℝ)
High correlation 
| Distinct | 63817 |
|---|---|
| Distinct (%) | 94.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12106.854 |
| Minimum | 0 |
|---|---|
| Maximum | 62687.03 |
| Zeros | 32 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1354.48 |
| Q1 | 4532.36 |
| median | 9397.7 |
| Q3 | 17005.04 |
| 95-th percentile | 32745.62 |
| Maximum | 62687.03 |
| Range | 62687.03 |
| Interquartile range (IQR) | 12472.68 |
Descriptive statistics
| Standard deviation | 9901.3022 |
|---|---|
| Coefficient of variation (CV) | 0.81782616 |
| Kurtosis | 1.3404702 |
| Mean | 12106.854 |
| Median Absolute Deviation (MAD) | 5680.49 |
| Skewness | 1.2608413 |
| Sum | 8.2109897 × 108 |
| Variance | 98035786 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 32 | < 0.1% |
| 10956.78 | 12 | < 0.1% |
| 11431.12 | 11 | < 0.1% |
| 11784.23 | 11 | < 0.1% |
| 27095.91 | 9 | < 0.1% |
| 11977.77 | 9 | < 0.1% |
| 21913.55 | 8 | < 0.1% |
| 26296.28 | 8 | < 0.1% |
| 11258.44 | 8 | < 0.1% |
| 915.34 | 8 | < 0.1% |
| Other values (63807) | 67705 |
| Value | Count | Frequency (%) |
| 0 | 32 | |
| 33.63 | 1 | < 0.1% |
| 64.03 | 1 | < 0.1% |
| 89.69 | 1 | < 0.1% |
| 90.6 | 1 | < 0.1% |
| 91.48 | 1 | < 0.1% |
| 100.89 | 1 | < 0.1% |
| 107.42 | 2 | < 0.1% |
| 110.28 | 2 | < 0.1% |
| 111.22 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 62687.03 | 1 | |
| 62026.37 | 1 | |
| 60576.31 | 1 | |
| 60336.05 | 1 | |
| 60197.49 | 1 | |
| 59702.84 | 1 | |
| 59683.8 | 1 | |
| 59679.46 | 1 | |
| 59403.14 | 1 | |
| 59068.97 | 1 |
total_rec_prncp
Real number (ℝ)
High correlation 
| Distinct | 31445 |
|---|---|
| Distinct (%) | 46.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9539.3143 |
| Minimum | 0 |
|---|---|
| Maximum | 40000 |
| Zeros | 69 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 833.31 |
| Q1 | 3001.14 |
| median | 7000 |
| Q3 | 14000 |
| 95-th percentile | 27991.2 |
| Maximum | 40000 |
| Range | 40000 |
| Interquartile range (IQR) | 10998.86 |
Descriptive statistics
| Standard deviation | 8339.4348 |
|---|---|
| Coefficient of variation (CV) | 0.87421743 |
| Kurtosis | 1.0963309 |
| Mean | 9539.3143 |
| Median Absolute Deviation (MAD) | 4721.66 |
| Skewness | 1.250031 |
| Sum | 6.4696583 × 108 |
| Variance | 69546172 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 2376 | 3.5% |
| 12000 | 1772 | 2.6% |
| 15000 | 1742 | 2.6% |
| 20000 | 1698 | 2.5% |
| 35000 | 1185 | 1.7% |
| 6000 | 1177 | 1.7% |
| 5000 | 1162 | 1.7% |
| 8000 | 1149 | 1.7% |
| 16000 | 873 | 1.3% |
| 25000 | 801 | 1.2% |
| Other values (31435) | 53886 |
| Value | Count | Frequency (%) |
| 0 | 69 | |
| 23.97 | 1 | < 0.1% |
| 30.32 | 1 | < 0.1% |
| 30.56 | 1 | < 0.1% |
| 41.26 | 1 | < 0.1% |
| 43.28 | 1 | < 0.1% |
| 46.44 | 1 | < 0.1% |
| 52.38 | 1 | < 0.1% |
| 54.82 | 1 | < 0.1% |
| 62.62 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 156 | |
| 39850 | 1 | < 0.1% |
| 39775 | 2 | < 0.1% |
| 39500 | 1 | < 0.1% |
| 39350 | 1 | < 0.1% |
| 39000 | 2 | < 0.1% |
| 38756.91 | 2 | < 0.1% |
| 38724.46 | 1 | < 0.1% |
| 38640.37 | 1 | < 0.1% |
| 38594.08 | 1 | < 0.1% |
total_rec_int
Real number (ℝ)
High correlation 
| Distinct | 60472 |
|---|---|
| Distinct (%) | 89.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2439.0198 |
| Minimum | 0 |
|---|---|
| Maximum | 27687.03 |
| Zeros | 73 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 201.24 |
| Q1 | 733.3 |
| median | 1535.52 |
| Q3 | 3128.69 |
| 95-th percentile | 7816.73 |
| Maximum | 27687.03 |
| Range | 27687.03 |
| Interquartile range (IQR) | 2395.39 |
Descriptive statistics
| Standard deviation | 2671.7501 |
|---|---|
| Coefficient of variation (CV) | 1.0954196 |
| Kurtosis | 8.9189387 |
| Mean | 2439.0198 |
| Median Absolute Deviation (MAD) | 985.46 |
| Skewness | 2.5156041 |
| Sum | 1.6541676 × 108 |
| Variance | 7138248.4 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 73 | 0.1% |
| 1784.23 | 14 | < 0.1% |
| 956.78 | 13 | < 0.1% |
| 1431.12 | 13 | < 0.1% |
| 1977.77 | 12 | < 0.1% |
| 2095.91 | 9 | < 0.1% |
| 2862.28 | 9 | < 0.1% |
| 1809.76 | 9 | < 0.1% |
| 838.35 | 9 | < 0.1% |
| 2148.9 | 8 | < 0.1% |
| Other values (60462) | 67652 |
| Value | Count | Frequency (%) |
| 0 | 73 | |
| 0.25 | 1 | < 0.1% |
| 0.55 | 2 | < 0.1% |
| 0.66 | 1 | < 0.1% |
| 0.89 | 1 | < 0.1% |
| 0.91 | 1 | < 0.1% |
| 0.92 | 1 | < 0.1% |
| 0.94 | 1 | < 0.1% |
| 0.95 | 1 | < 0.1% |
| 0.99 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 27687.03 | 1 | |
| 27236.97 | 1 | |
| 27070.7 | 1 | |
| 25950.98 | 1 | |
| 25576.31 | 1 | |
| 25536.61 | 1 | |
| 25336.05 | 1 | |
| 25197.49 | 1 | |
| 24805.34 | 1 | |
| 24757.65 | 1 |
total_rec_late_fee
Real number (ℝ)
Zeros 
| Distinct | 1501 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.4477943 |
| Minimum | -2 × 10-9 |
|---|---|
| Maximum | 584.7 |
| Zeros | 65248 |
| Zeros (%) | 96.2% |
| Negative | 1 |
| Negative (%) | < 0.1% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | -2 × 10-9 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 584.7 |
| Range | 584.7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 11.115548 |
|---|---|
| Coefficient of variation (CV) | 7.677574 |
| Kurtosis | 618.77552 |
| Mean | 1.4477943 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 19.158227 |
| Sum | 98190.856 |
| Variance | 123.5554 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 65248 | |
| 15 | 590 | 0.9% |
| 30 | 124 | 0.2% |
| 45 | 37 | 0.1% |
| 60 | 18 | < 0.1% |
| 75 | 6 | < 0.1% |
| 16.49 | 6 | < 0.1% |
| 16.37 | 6 | < 0.1% |
| 15.94 | 5 | < 0.1% |
| 90 | 5 | < 0.1% |
| Other values (1491) | 1776 | 2.6% |
| Value | Count | Frequency (%) |
| -2 × 10-9 | 1 | < 0.1% |
| 0 | 65248 | |
| 0.01 | 1 | < 0.1% |
| 1.88 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 11.48 | 1 | < 0.1% |
| 14.645 | 1 | < 0.1% |
| 14.91605558 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 584.7 | 1 | |
| 571.4 | 1 | |
| 525.2 | 1 | |
| 492.31 | 1 | |
| 457.82 | 1 | |
| 427.14 | 1 | |
| 411.12 | 1 | |
| 367.05 | 1 | |
| 354.92 | 1 | |
| 352.07 | 1 |
recoveries
Real number (ℝ)
High correlation  Zeros 
| Distinct | 5386 |
|---|---|
| Distinct (%) | 7.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 143.47013 |
| Minimum | 0 |
|---|---|
| Maximum | 25346.1 |
| Zeros | 62171 |
| Zeros (%) | 91.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 925.49 |
| Maximum | 25346.1 |
| Range | 25346.1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 728.95388 |
|---|---|
| Coefficient of variation (CV) | 5.0808757 |
| Kurtosis | 164.45736 |
| Mean | 143.47013 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 10.030248 |
| Sum | 9730287.5 |
| Variance | 531373.76 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 62171 | |
| 50 | 23 | < 0.1% |
| 100 | 19 | < 0.1% |
| 200 | 13 | < 0.1% |
| 150 | 13 | < 0.1% |
| 75 | 12 | < 0.1% |
| 600 | 11 | < 0.1% |
| 400 | 9 | < 0.1% |
| 350 | 7 | < 0.1% |
| 175 | 6 | < 0.1% |
| Other values (5376) | 5537 | 8.2% |
| Value | Count | Frequency (%) |
| 0 | 62171 | |
| 0.03 | 1 | < 0.1% |
| 0.04 | 2 | < 0.1% |
| 0.06 | 3 | < 0.1% |
| 0.08 | 1 | < 0.1% |
| 0.09 | 2 | < 0.1% |
| 0.1 | 3 | < 0.1% |
| 0.11 | 1 | < 0.1% |
| 0.12 | 2 | < 0.1% |
| 0.16 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 25346.1 | 1 | |
| 23194.48 | 1 | |
| 21493.26 | 1 | |
| 19892.11 | 1 | |
| 17516.34 | 1 | |
| 17003.17 | 1 | |
| 16997.13 | 1 | |
| 16886.27 | 1 | |
| 16205.26 | 1 | |
| 16078.46 | 1 |
collection_recovery_fee
Real number (ℝ)
High correlation  Zeros 
| Distinct | 5246 |
|---|---|
| Distinct (%) | 7.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.772092 |
| Minimum | 0 |
|---|---|
| Maximum | 4562.298 |
| Zeros | 62419 |
| Zeros (%) | 92.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 136.611 |
| Maximum | 4562.298 |
| Range | 4562.298 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 127.36989 |
|---|---|
| Coefficient of variation (CV) | 5.357959 |
| Kurtosis | 182.89481 |
| Mean | 23.772092 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 10.658839 |
| Sum | 1612247.1 |
| Variance | 16223.09 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 62419 | |
| 9 | 18 | < 0.1% |
| 18 | 12 | < 0.1% |
| 27 | 11 | < 0.1% |
| 108 | 10 | < 0.1% |
| 13.5 | 8 | < 0.1% |
| 36 | 8 | < 0.1% |
| 63 | 7 | < 0.1% |
| 72 | 7 | < 0.1% |
| 54 | 5 | < 0.1% |
| Other values (5236) | 5316 | 7.8% |
| Value | Count | Frequency (%) |
| 0 | 62419 | |
| 0.3221 | 1 | < 0.1% |
| 0.3353000003 | 1 | < 0.1% |
| 0.38 | 1 | < 0.1% |
| 0.44 | 1 | < 0.1% |
| 0.4547 | 1 | < 0.1% |
| 0.55 | 1 | < 0.1% |
| 0.57 | 1 | < 0.1% |
| 0.6 | 1 | < 0.1% |
| 0.62 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 4562.298 | 1 | |
| 4175.0064 | 1 | |
| 3868.7868 | 1 | |
| 3580.5798 | 1 | |
| 3152.9412 | 1 | |
| 3060.5706 | 1 | |
| 3059.4834 | 1 | |
| 3039.5286 | 1 | |
| 2916.9468 | 1 | |
| 2894.1228 | 1 |
last_pymnt_d
Date
| Distinct | 128 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 66 |
| Missing (%) | 0.1% |
| Memory size | 1.0 MiB |
| Minimum | 2008-02-01 00:00:00 |
|---|---|
| Maximum | 2019-03-01 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
last_pymnt_amnt
Real number (ℝ)
High correlation 
| Distinct | 43925 |
|---|---|
| Distinct (%) | 64.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3465.2517 |
| Minimum | 0 |
|---|---|
| Maximum | 41095.65 |
| Zeros | 81 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 100 |
| Q1 | 310.57 |
| median | 602.37 |
| Q3 | 3847.73 |
| 95-th percentile | 17056.89 |
| Maximum | 41095.65 |
| Range | 41095.65 |
| Interquartile range (IQR) | 3537.16 |
Descriptive statistics
| Standard deviation | 6049.1729 |
|---|---|
| Coefficient of variation (CV) | 1.7456662 |
| Kurtosis | 6.8439916 |
| Mean | 3465.2517 |
| Median Absolute Deviation (MAD) | 399.96 |
| Skewness | 2.5336892 |
| Sum | 2.3501684 × 108 |
| Variance | 36592493 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50 | 111 | 0.2% |
| 0 | 81 | 0.1% |
| 361.38 | 65 | 0.1% |
| 100 | 65 | 0.1% |
| 332.1 | 63 | 0.1% |
| 301.15 | 61 | 0.1% |
| 313.23 | 55 | 0.1% |
| 309.74 | 50 | 0.1% |
| 320.05 | 48 | 0.1% |
| 322.35 | 48 | 0.1% |
| Other values (43915) | 67174 |
| Value | Count | Frequency (%) |
| 0 | 81 | |
| 0.01 | 10 | < 0.1% |
| 0.02 | 3 | < 0.1% |
| 0.03 | 3 | < 0.1% |
| 0.04 | 2 | < 0.1% |
| 0.05 | 4 | < 0.1% |
| 0.06 | 2 | < 0.1% |
| 0.07 | 4 | < 0.1% |
| 0.08 | 3 | < 0.1% |
| 0.09 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 41095.65 | 1 | |
| 40811.15 | 1 | |
| 40690.5 | 1 | |
| 40642.54 | 1 | |
| 40521.7 | 1 | |
| 40401.94 | 1 | |
| 40377.68 | 1 | |
| 40308.01 | 1 | |
| 40287.2 | 1 | |
| 40266.11 | 1 |
next_pymnt_d
Date
Missing 
| Distinct | 39 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 40433 |
| Missing (%) | 59.6% |
| Memory size | 1.0 MiB |
| Minimum | 2008-12-01 00:00:00 |
|---|---|
| Maximum | 2019-05-01 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
| Distinct | 116 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| Minimum | 2007-06-01 00:00:00 |
|---|---|
| Maximum | 2019-03-01 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
last_fico_range_high
Real number (ℝ)
High correlation 
| Distinct | 72 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 687.46727 |
| Minimum | 0 |
|---|---|
| Maximum | 850 |
| Zeros | 7 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 534 |
| Q1 | 654 |
| median | 699 |
| Q3 | 734 |
| 95-th percentile | 794 |
| Maximum | 850 |
| Range | 850 |
| Interquartile range (IQR) | 80 |
Descriptive statistics
| Standard deviation | 73.262444 |
|---|---|
| Coefficient of variation (CV) | 0.10656863 |
| Kurtosis | 0.88669788 |
| Mean | 687.46727 |
| Median Absolute Deviation (MAD) | 40 |
| Skewness | -0.75987978 |
| Sum | 46624718 |
| Variance | 5367.3857 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 694 | 2499 | 3.7% |
| 709 | 2459 | 3.6% |
| 699 | 2448 | 3.6% |
| 719 | 2385 | 3.5% |
| 714 | 2384 | 3.5% |
| 704 | 2375 | 3.5% |
| 684 | 2319 | 3.4% |
| 689 | 2300 | 3.4% |
| 724 | 2278 | 3.4% |
| 679 | 2153 | 3.2% |
| Other values (62) | 44221 |
| Value | Count | Frequency (%) |
| 0 | 7 | < 0.1% |
| 499 | 1112 | |
| 504 | 271 | 0.4% |
| 509 | 287 | 0.4% |
| 514 | 317 | 0.5% |
| 519 | 325 | 0.5% |
| 524 | 373 | 0.5% |
| 529 | 383 | 0.6% |
| 534 | 376 | 0.6% |
| 539 | 416 | 0.6% |
| Value | Count | Frequency (%) |
| 850 | 17 | < 0.1% |
| 844 | 19 | < 0.1% |
| 839 | 53 | 0.1% |
| 834 | 106 | 0.2% |
| 829 | 164 | 0.2% |
| 824 | 204 | 0.3% |
| 819 | 294 | |
| 814 | 403 | |
| 809 | 478 | |
| 804 | 583 |
last_fico_range_low
Real number (ℝ)
High correlation  Zeros 
| Distinct | 71 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 675.35137 |
| Minimum | 0 |
|---|---|
| Maximum | 845 |
| Zeros | 1119 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 530 |
| Q1 | 650 |
| median | 695 |
| Q3 | 730 |
| 95-th percentile | 790 |
| Maximum | 845 |
| Range | 845 |
| Interquartile range (IQR) | 80 |
Descriptive statistics
| Standard deviation | 111.25491 |
|---|---|
| Coefficient of variation (CV) | 0.16473634 |
| Kurtosis | 19.82994 |
| Mean | 675.35137 |
| Median Absolute Deviation (MAD) | 40 |
| Skewness | -3.7191305 |
| Sum | 45803005 |
| Variance | 12377.656 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 690 | 2499 | 3.7% |
| 705 | 2459 | 3.6% |
| 695 | 2448 | 3.6% |
| 715 | 2385 | 3.5% |
| 710 | 2384 | 3.5% |
| 700 | 2375 | 3.5% |
| 680 | 2319 | 3.4% |
| 685 | 2300 | 3.4% |
| 720 | 2278 | 3.4% |
| 675 | 2153 | 3.2% |
| Other values (61) | 44221 |
| Value | Count | Frequency (%) |
| 0 | 1119 | |
| 500 | 271 | 0.4% |
| 505 | 287 | 0.4% |
| 510 | 317 | 0.5% |
| 515 | 325 | 0.5% |
| 520 | 373 | 0.5% |
| 525 | 383 | 0.6% |
| 530 | 376 | 0.6% |
| 535 | 416 | 0.6% |
| 540 | 427 | 0.6% |
| Value | Count | Frequency (%) |
| 845 | 17 | < 0.1% |
| 840 | 19 | < 0.1% |
| 835 | 53 | 0.1% |
| 830 | 106 | 0.2% |
| 825 | 164 | 0.2% |
| 820 | 204 | 0.3% |
| 815 | 294 | |
| 810 | 403 | |
| 805 | 478 | |
| 800 | 583 |
collections_12_mths_ex_med
Real number (ℝ)
Zeros 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 6 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.018240802 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 66688 |
| Zeros (%) | 98.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.15159498 |
|---|---|
| Coefficient of variation (CV) | 8.3107628 |
| Kurtosis | 239.39851 |
| Mean | 0.018240802 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 11.908474 |
| Sum | 1237 |
| Variance | 0.022981038 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 66688 | |
| 1 | 1051 | 1.5% |
| 2 | 58 | 0.1% |
| 3 | 11 | < 0.1% |
| 6 | 3 | < 0.1% |
| 5 | 3 | < 0.1% |
| 4 | 1 | < 0.1% |
| (Missing) | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 66688 | |
| 1 | 1051 | 1.5% |
| 2 | 58 | 0.1% |
| 3 | 11 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 3 | < 0.1% |
| 6 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 6 | 3 | < 0.1% |
| 5 | 3 | < 0.1% |
| 4 | 1 | < 0.1% |
| 3 | 11 | < 0.1% |
| 2 | 58 | 0.1% |
| 1 | 1051 | 1.5% |
| 0 | 66688 |
mths_since_last_major_derog
Real number (ℝ)
High correlation  Missing 
| Distinct | 125 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 50351 |
| Missing (%) | 74.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.325758 |
| Minimum | 0 |
|---|---|
| Maximum | 155 |
| Zeros | 10 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 27 |
| median | 44 |
| Q3 | 62 |
| 95-th percentile | 77 |
| Maximum | 155 |
| Range | 155 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 21.478716 |
|---|---|
| Coefficient of variation (CV) | 0.4845651 |
| Kurtosis | -0.72618836 |
| Mean | 44.325758 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.036649102 |
| Sum | 774371 |
| Variance | 461.33523 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 38 | 287 | 0.4% |
| 36 | 285 | 0.4% |
| 47 | 285 | 0.4% |
| 40 | 281 | 0.4% |
| 42 | 279 | 0.4% |
| 46 | 276 | 0.4% |
| 44 | 273 | 0.4% |
| 48 | 272 | 0.4% |
| 45 | 270 | 0.4% |
| 29 | 264 | 0.4% |
| Other values (115) | 14698 | 21.7% |
| (Missing) | 50351 |
| Value | Count | Frequency (%) |
| 0 | 10 | < 0.1% |
| 1 | 42 | 0.1% |
| 2 | 39 | 0.1% |
| 3 | 66 | |
| 4 | 93 | |
| 5 | 101 | |
| 6 | 125 | |
| 7 | 122 | |
| 8 | 126 | |
| 9 | 130 |
| Value | Count | Frequency (%) |
| 155 | 1 | < 0.1% |
| 146 | 1 | < 0.1% |
| 140 | 1 | < 0.1% |
| 130 | 1 | < 0.1% |
| 126 | 1 | < 0.1% |
| 125 | 1 | < 0.1% |
| 124 | 1 | < 0.1% |
| 123 | 1 | < 0.1% |
| 120 | 3 | |
| 118 | 3 |
policy_code
Categorical
Constant 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| 1.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 67821 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 67821 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 67821 | |
| . | 67821 | |
| 0 | 67821 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 203463 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 67821 | |
| . | 67821 | |
| 0 | 67821 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 203463 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 67821 | |
| . | 67821 | |
| 0 | 67821 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 203463 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 67821 | |
| . | 67821 | |
| 0 | 67821 |
application_type
Categorical
High correlation  Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| Individual | |
|---|---|
| Joint App | 3607 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.9468159 |
| Min length | 9 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Individual |
|---|---|
| 2nd row | Individual |
| 3rd row | Individual |
| 4th row | Individual |
| 5th row | Individual |
Common Values
| Value | Count | Frequency (%) |
| Individual | 64214 | |
| Joint App | 3607 | 5.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| individual | 64214 | |
| joint | 3607 | 5.0% |
| app | 3607 | 5.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 132035 | |
| d | 128428 | |
| n | 67821 | |
| I | 64214 | |
| v | 64214 | |
| u | 64214 | |
| a | 64214 | |
| l | 64214 | |
| p | 7214 | 1.1% |
| J | 3607 | 0.5% |
| Other values (4) | 14428 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 674603 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 132035 | |
| d | 128428 | |
| n | 67821 | |
| I | 64214 | |
| v | 64214 | |
| u | 64214 | |
| a | 64214 | |
| l | 64214 | |
| p | 7214 | 1.1% |
| J | 3607 | 0.5% |
| Other values (4) | 14428 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 674603 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 132035 | |
| d | 128428 | |
| n | 67821 | |
| I | 64214 | |
| v | 64214 | |
| u | 64214 | |
| a | 64214 | |
| l | 64214 | |
| p | 7214 | 1.1% |
| J | 3607 | 0.5% |
| Other values (4) | 14428 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 674603 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 132035 | |
| d | 128428 | |
| n | 67821 | |
| I | 64214 | |
| v | 64214 | |
| u | 64214 | |
| a | 64214 | |
| l | 64214 | |
| p | 7214 | 1.1% |
| J | 3607 | 0.5% |
| Other values (4) | 14428 | 2.1% |
annual_inc_joint
Real number (ℝ)
High correlation  Missing 
| Distinct | 1093 |
|---|---|
| Distinct (%) | 30.3% |
| Missing | 64214 |
| Missing (%) | 94.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 123258.77 |
| Minimum | 16440 |
|---|---|
| Maximum | 1161498 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 16440 |
|---|---|
| 5-th percentile | 54000 |
| Q1 | 82003.25 |
| median | 111000 |
| Q3 | 148000 |
| 95-th percentile | 229669.2 |
| Maximum | 1161498 |
| Range | 1145058 |
| Interquartile range (IQR) | 65996.75 |
Descriptive statistics
| Standard deviation | 65968.497 |
|---|---|
| Coefficient of variation (CV) | 0.53520325 |
| Kurtosis | 31.233392 |
| Mean | 123258.77 |
| Median Absolute Deviation (MAD) | 31000 |
| Skewness | 3.5850769 |
| Sum | 4.445944 × 108 |
| Variance | 4.3518426 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 110000 | 65 | 0.1% |
| 100000 | 63 | 0.1% |
| 120000 | 60 | 0.1% |
| 150000 | 54 | 0.1% |
| 90000 | 52 | 0.1% |
| 80000 | 51 | 0.1% |
| 115000 | 47 | 0.1% |
| 140000 | 46 | 0.1% |
| 130000 | 45 | 0.1% |
| 135000 | 44 | 0.1% |
| Other values (1083) | 3080 | 4.5% |
| (Missing) | 64214 |
| Value | Count | Frequency (%) |
| 16440 | 1 | |
| 23000 | 1 | |
| 26500 | 1 | |
| 27288 | 1 | |
| 28680 | 1 | |
| 29000 | 1 | |
| 30000 | 1 | |
| 30800 | 1 | |
| 30966 | 1 | |
| 31324 | 1 |
| Value | Count | Frequency (%) |
| 1161498 | 1 | |
| 850000 | 1 | |
| 775000 | 1 | |
| 686000 | 1 | |
| 660000 | 1 | |
| 610628 | 1 | |
| 593000 | 1 | |
| 540000 | 1 | |
| 538000 | 1 | |
| 528000 | 1 |
dti_joint
Real number (ℝ)
High correlation  Missing 
| Distinct | 2101 |
|---|---|
| Distinct (%) | 58.2% |
| Missing | 64214 |
| Missing (%) | 94.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.230865 |
| Minimum | 0.34 |
|---|---|
| Maximum | 41.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0.34 |
|---|---|
| 5-th percentile | 7.363 |
| Q1 | 13.16 |
| median | 18.76 |
| Q3 | 24.69 |
| 95-th percentile | 33.231 |
| Maximum | 41.5 |
| Range | 41.16 |
| Interquartile range (IQR) | 11.53 |
Descriptive statistics
| Standard deviation | 7.9156517 |
|---|---|
| Coefficient of variation (CV) | 0.41161184 |
| Kurtosis | -0.51401102 |
| Mean | 19.230865 |
| Median Absolute Deviation (MAD) | 5.72 |
| Skewness | 0.25383991 |
| Sum | 69365.73 |
| Variance | 62.657542 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17.4 | 7 | < 0.1% |
| 20.07 | 7 | < 0.1% |
| 9.41 | 6 | < 0.1% |
| 23.21 | 6 | < 0.1% |
| 14.79 | 6 | < 0.1% |
| 16.47 | 6 | < 0.1% |
| 21.56 | 6 | < 0.1% |
| 16.42 | 5 | < 0.1% |
| 10.17 | 5 | < 0.1% |
| 9.87 | 5 | < 0.1% |
| Other values (2091) | 3548 | 5.2% |
| (Missing) | 64214 |
| Value | Count | Frequency (%) |
| 0.34 | 1 | |
| 0.37 | 1 | |
| 0.43 | 1 | |
| 0.65 | 1 | |
| 0.87 | 1 | |
| 0.94 | 1 | |
| 0.97 | 1 | |
| 1.11 | 1 | |
| 1.12 | 1 | |
| 1.14 | 1 |
| Value | Count | Frequency (%) |
| 41.5 | 1 | |
| 39.73 | 1 | |
| 39.64 | 2 | |
| 39.53 | 2 | |
| 39.52 | 1 | |
| 39.51 | 1 | |
| 39.35 | 1 | |
| 39.29 | 1 | |
| 39.28 | 1 | |
| 39.26 | 1 |
verification_status_joint
Categorical
High correlation  Missing 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 64357 |
| Missing (%) | 94.9% |
| Memory size | 1.0 MiB |
| Not Verified | |
|---|---|
| Source Verified | |
| Verified |
Length
| Max length | 15 |
|---|---|
| Median length | 12 |
| Mean length | 12.084873 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Source Verified |
|---|---|
| 2nd row | Not Verified |
| 3rd row | Not Verified |
| 4th row | Not Verified |
| 5th row | Verified |
Common Values
| Value | Count | Frequency (%) |
| Not Verified | 1742 | 2.6% |
| Source Verified | 1026 | 1.5% |
| Verified | 696 | 1.0% |
| (Missing) | 64357 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| verified | 3464 | |
| not | 1742 | |
| source | 1026 | 16.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 7954 | |
| i | 6928 | |
| r | 4490 | |
| V | 3464 | |
| f | 3464 | |
| d | 3464 | |
| o | 2768 | 6.6% |
| 2768 | 6.6% | |
| N | 1742 | 4.2% |
| t | 1742 | 4.2% |
| Other values (3) | 3078 | 7.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 41862 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 7954 | |
| i | 6928 | |
| r | 4490 | |
| V | 3464 | |
| f | 3464 | |
| d | 3464 | |
| o | 2768 | 6.6% |
| 2768 | 6.6% | |
| N | 1742 | 4.2% |
| t | 1742 | 4.2% |
| Other values (3) | 3078 | 7.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 41862 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 7954 | |
| i | 6928 | |
| r | 4490 | |
| V | 3464 | |
| f | 3464 | |
| d | 3464 | |
| o | 2768 | 6.6% |
| 2768 | 6.6% | |
| N | 1742 | 4.2% |
| t | 1742 | 4.2% |
| Other values (3) | 3078 | 7.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 41862 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 7954 | |
| i | 6928 | |
| r | 4490 | |
| V | 3464 | |
| f | 3464 | |
| d | 3464 | |
| o | 2768 | 6.6% |
| 2768 | 6.6% | |
| N | 1742 | 4.2% |
| t | 1742 | 4.2% |
| Other values (3) | 3078 | 7.4% |
acc_now_delinq
Real number (ℝ)
High correlation  Skewed  Zeros 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0038779121 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 67579 |
| Zeros (%) | 99.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.069329786 |
|---|---|
| Coefficient of variation (CV) | 17.878122 |
| Kurtosis | 882.01594 |
| Mean | 0.0038779121 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 23.947633 |
| Sum | 263 |
| Variance | 0.0048066192 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 67579 | |
| 1 | 225 | 0.3% |
| 2 | 13 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| (Missing) | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 67579 | |
| 1 | 225 | 0.3% |
| 2 | 13 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 2 | 13 | < 0.1% |
| 1 | 225 | 0.3% |
| 0 | 67579 |
tot_coll_amt
Real number (ℝ)
High correlation  Missing  Skewed  Zeros 
| Distinct | 3039 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 2093 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 226.97386 |
| Minimum | 0 |
|---|---|
| Maximum | 262740 |
| Zeros | 55687 |
| Zeros (%) | 82.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 795.65 |
| Maximum | 262740 |
| Range | 262740 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2075.5714 |
|---|---|
| Coefficient of variation (CV) | 9.1445395 |
| Kurtosis | 5600.7342 |
| Mean | 226.97386 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 56.804743 |
| Sum | 14918538 |
| Variance | 4307996.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 55687 | |
| 50 | 108 | 0.2% |
| 100 | 106 | 0.2% |
| 150 | 74 | 0.1% |
| 75 | 65 | 0.1% |
| 60 | 61 | 0.1% |
| 200 | 53 | 0.1% |
| 80 | 43 | 0.1% |
| 65 | 42 | 0.1% |
| 90 | 39 | 0.1% |
| Other values (3029) | 9450 | 13.9% |
| (Missing) | 2093 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 55687 | |
| 7 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 13 | 1 | < 0.1% |
| 14 | 2 | < 0.1% |
| 16 | 1 | < 0.1% |
| 21 | 1 | < 0.1% |
| 23 | 2 | < 0.1% |
| 24 | 1 | < 0.1% |
| 25 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 262740 | 1 | |
| 195200 | 1 | |
| 122848 | 1 | |
| 114407 | 1 | |
| 102327 | 1 | |
| 66704 | 1 | |
| 62380 | 1 | |
| 60531 | 1 | |
| 59329 | 1 | |
| 55513 | 1 |
tot_cur_bal
Real number (ℝ)
High correlation  Missing 
| Distinct | 57548 |
|---|---|
| Distinct (%) | 87.6% |
| Missing | 2093 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 143098.92 |
| Minimum | 0 |
|---|---|
| Maximum | 4170862 |
| Zeros | 32 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8331.35 |
| Q1 | 29185 |
| median | 80002 |
| Q3 | 213679 |
| 95-th percentile | 443971.3 |
| Maximum | 4170862 |
| Range | 4170862 |
| Interquartile range (IQR) | 184494 |
Descriptive statistics
| Standard deviation | 161274.17 |
|---|---|
| Coefficient of variation (CV) | 1.1270118 |
| Kurtosis | 21.799191 |
| Mean | 143098.92 |
| Median Absolute Deviation (MAD) | 63464 |
| Skewness | 2.8151163 |
| Sum | 9.4056061 × 109 |
| Variance | 2.6009359 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 32 | < 0.1% |
| 44027 | 5 | < 0.1% |
| 23587 | 5 | < 0.1% |
| 12325 | 5 | < 0.1% |
| 23210 | 5 | < 0.1% |
| 26452 | 5 | < 0.1% |
| 30087 | 5 | < 0.1% |
| 7704 | 5 | < 0.1% |
| 44041 | 5 | < 0.1% |
| 37522 | 5 | < 0.1% |
| Other values (57538) | 65651 | |
| (Missing) | 2093 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 32 | |
| 4 | 2 | < 0.1% |
| 5 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 3 | < 0.1% |
| 17 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 38 | 1 | < 0.1% |
| 41 | 1 | < 0.1% |
| 52 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 4170862 | 1 | |
| 3566850 | 1 | |
| 2485088 | 1 | |
| 2484676 | 1 | |
| 2474878 | 1 | |
| 2471713 | 1 | |
| 2229433 | 1 | |
| 2227024 | 1 | |
| 2216567 | 1 | |
| 2207912 | 1 |
open_acc_6m
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 13 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 25995 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.93994166 |
| Minimum | 0 |
|---|---|
| Maximum | 12 |
| Zeros | 18783 |
| Zeros (%) | 27.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1454542 |
|---|---|
| Coefficient of variation (CV) | 1.2186439 |
| Kurtosis | 4.3238029 |
| Mean | 0.93994166 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.6685464 |
| Sum | 39314 |
| Variance | 1.3120654 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 18783 | |
| 1 | 12993 | |
| 2 | 6136 | 9.0% |
| 3 | 2469 | 3.6% |
| 4 | 930 | 1.4% |
| 5 | 309 | 0.5% |
| 6 | 126 | 0.2% |
| 7 | 45 | 0.1% |
| 8 | 22 | < 0.1% |
| 9 | 7 | < 0.1% |
| Other values (3) | 6 | < 0.1% |
| (Missing) | 25995 |
| Value | Count | Frequency (%) |
| 0 | 18783 | |
| 1 | 12993 | |
| 2 | 6136 | 9.0% |
| 3 | 2469 | 3.6% |
| 4 | 930 | 1.4% |
| 5 | 309 | 0.5% |
| 6 | 126 | 0.2% |
| 7 | 45 | 0.1% |
| 8 | 22 | < 0.1% |
| 9 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 12 | 2 | < 0.1% |
| 11 | 3 | < 0.1% |
| 10 | 1 | < 0.1% |
| 9 | 7 | < 0.1% |
| 8 | 22 | < 0.1% |
| 7 | 45 | 0.1% |
| 6 | 126 | 0.2% |
| 5 | 309 | 0.5% |
| 4 | 930 | 1.4% |
| 3 | 2469 |
open_act_il
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 37 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 25995 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7884808 |
| Minimum | 0 |
|---|---|
| Maximum | 56 |
| Zeros | 4891 |
| Zeros (%) | 7.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 9 |
| Maximum | 56 |
| Range | 56 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 3.0189269 |
|---|---|
| Coefficient of variation (CV) | 1.0826422 |
| Kurtosis | 15.212436 |
| Mean | 2.7884808 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 3.0586821 |
| Sum | 116631 |
| Variance | 9.1139197 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 10736 | |
| 2 | 10007 | 14.8% |
| 3 | 6259 | 9.2% |
| 0 | 4891 | 7.2% |
| 4 | 3432 | 5.1% |
| 5 | 1941 | 2.9% |
| 6 | 1086 | 1.6% |
| 7 | 749 | 1.1% |
| 8 | 587 | 0.9% |
| 9 | 453 | 0.7% |
| Other values (27) | 1685 | 2.5% |
| (Missing) | 25995 |
| Value | Count | Frequency (%) |
| 0 | 4891 | |
| 1 | 10736 | |
| 2 | 10007 | |
| 3 | 6259 | |
| 4 | 3432 | 5.1% |
| 5 | 1941 | 2.9% |
| 6 | 1086 | 1.6% |
| 7 | 749 | 1.1% |
| 8 | 587 | 0.9% |
| 9 | 453 | 0.7% |
| Value | Count | Frequency (%) |
| 56 | 1 | < 0.1% |
| 39 | 1 | < 0.1% |
| 34 | 1 | < 0.1% |
| 33 | 1 | < 0.1% |
| 32 | 2 | < 0.1% |
| 31 | 1 | < 0.1% |
| 30 | 4 | |
| 29 | 4 | |
| 28 | 6 | |
| 27 | 6 |
open_il_12m
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 25995 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.68211161 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 22734 |
| Zeros (%) | 33.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.93211745 |
|---|---|
| Coefficient of variation (CV) | 1.3665175 |
| Kurtosis | 4.5068052 |
| Mean | 0.68211161 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.7614864 |
| Sum | 28530 |
| Variance | 0.86884294 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 22734 | |
| 1 | 12523 | |
| 2 | 4593 | 6.8% |
| 3 | 1376 | 2.0% |
| 4 | 408 | 0.6% |
| 5 | 120 | 0.2% |
| 6 | 51 | 0.1% |
| 7 | 16 | < 0.1% |
| 8 | 3 | < 0.1% |
| 10 | 1 | < 0.1% |
| (Missing) | 25995 |
| Value | Count | Frequency (%) |
| 0 | 22734 | |
| 1 | 12523 | |
| 2 | 4593 | 6.8% |
| 3 | 1376 | 2.0% |
| 4 | 408 | 0.6% |
| 5 | 120 | 0.2% |
| 6 | 51 | 0.1% |
| 7 | 16 | < 0.1% |
| 8 | 3 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 10 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 8 | 3 | < 0.1% |
| 7 | 16 | < 0.1% |
| 6 | 51 | 0.1% |
| 5 | 120 | 0.2% |
| 4 | 408 | 0.6% |
| 3 | 1376 | 2.0% |
| 2 | 4593 | 6.8% |
| 1 | 12523 |
open_il_24m
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 19 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 25995 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5685698 |
| Minimum | 0 |
|---|---|
| Maximum | 22 |
| Zeros | 11269 |
| Zeros (%) | 16.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 22 |
| Range | 22 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.5915485 |
|---|---|
| Coefficient of variation (CV) | 1.0146495 |
| Kurtosis | 6.4835758 |
| Mean | 1.5685698 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.8203539 |
| Sum | 65607 |
| Variance | 2.5330267 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 13244 | |
| 0 | 11269 | |
| 2 | 8509 | 12.5% |
| 3 | 4395 | 6.5% |
| 4 | 2212 | 3.3% |
| 5 | 1120 | 1.7% |
| 6 | 526 | 0.8% |
| 7 | 259 | 0.4% |
| 8 | 136 | 0.2% |
| 9 | 61 | 0.1% |
| Other values (9) | 95 | 0.1% |
| (Missing) | 25995 |
| Value | Count | Frequency (%) |
| 0 | 11269 | |
| 1 | 13244 | |
| 2 | 8509 | |
| 3 | 4395 | 6.5% |
| 4 | 2212 | 3.3% |
| 5 | 1120 | 1.7% |
| 6 | 526 | 0.8% |
| 7 | 259 | 0.4% |
| 8 | 136 | 0.2% |
| 9 | 61 | 0.1% |
| Value | Count | Frequency (%) |
| 22 | 1 | < 0.1% |
| 19 | 2 | < 0.1% |
| 17 | 1 | < 0.1% |
| 15 | 6 | < 0.1% |
| 14 | 5 | < 0.1% |
| 13 | 9 | < 0.1% |
| 12 | 13 | < 0.1% |
| 11 | 16 | < 0.1% |
| 10 | 42 | |
| 9 | 61 |
mths_since_rcnt_il
Real number (ℝ)
High correlation  Missing 
| Distinct | 228 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 27257 |
| Missing (%) | 40.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.138546 |
| Minimum | 0 |
|---|---|
| Maximum | 402 |
| Zeros | 21 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7 |
| median | 13 |
| Q3 | 24 |
| 95-th percentile | 72 |
| Maximum | 402 |
| Range | 402 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 25.790341 |
|---|---|
| Coefficient of variation (CV) | 1.2200622 |
| Kurtosis | 16.567334 |
| Mean | 21.138546 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 3.3830494 |
| Sum | 857464 |
| Variance | 665.14171 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 1822 | 2.7% |
| 7 | 1806 | 2.7% |
| 4 | 1800 | 2.7% |
| 6 | 1760 | 2.6% |
| 5 | 1718 | 2.5% |
| 8 | 1703 | 2.5% |
| 9 | 1656 | 2.4% |
| 11 | 1522 | 2.2% |
| 10 | 1514 | 2.2% |
| 13 | 1504 | 2.2% |
| Other values (218) | 23759 | |
| (Missing) | 27257 |
| Value | Count | Frequency (%) |
| 0 | 21 | < 0.1% |
| 1 | 889 | |
| 2 | 1481 | |
| 3 | 1822 | |
| 4 | 1800 | |
| 5 | 1718 | |
| 6 | 1760 | |
| 7 | 1806 | |
| 8 | 1703 | |
| 9 | 1656 |
| Value | Count | Frequency (%) |
| 402 | 1 | |
| 330 | 1 | |
| 327 | 1 | |
| 322 | 1 | |
| 320 | 1 | |
| 309 | 1 | |
| 297 | 1 | |
| 284 | 1 | |
| 279 | 1 | |
| 272 | 1 |
total_bal_il
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 29809 |
|---|---|
| Distinct (%) | 71.3% |
| Missing | 25995 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35695.568 |
| Minimum | 0 |
|---|---|
| Maximum | 892491 |
| Zeros | 4674 |
| Zeros (%) | 6.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 8744.25 |
| median | 23082 |
| Q3 | 46329 |
| 95-th percentile | 114036 |
| Maximum | 892491 |
| Range | 892491 |
| Interquartile range (IQR) | 37584.75 |
Descriptive statistics
| Standard deviation | 44496.779 |
|---|---|
| Coefficient of variation (CV) | 1.2465631 |
| Kurtosis | 27.808428 |
| Mean | 35695.568 |
| Median Absolute Deviation (MAD) | 17023 |
| Skewness | 3.7744441 |
| Sum | 1.4930028 × 109 |
| Variance | 1.9799633 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4674 | 6.9% |
| 11000 | 6 | < 0.1% |
| 13951 | 5 | < 0.1% |
| 11771 | 5 | < 0.1% |
| 15176 | 5 | < 0.1% |
| 9320 | 5 | < 0.1% |
| 22849 | 5 | < 0.1% |
| 11891 | 5 | < 0.1% |
| 4500 | 5 | < 0.1% |
| 26337 | 5 | < 0.1% |
| Other values (29799) | 37106 | |
| (Missing) | 25995 |
| Value | Count | Frequency (%) |
| 0 | 4674 | |
| 1 | 1 | < 0.1% |
| 16 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 21 | 1 | < 0.1% |
| 23 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 30 | 1 | < 0.1% |
| 34 | 1 | < 0.1% |
| 40 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 892491 | 1 | |
| 810295 | 1 | |
| 803534 | 1 | |
| 707960 | 1 | |
| 623056 | 1 | |
| 614673 | 1 | |
| 614625 | 1 | |
| 579638 | 1 | |
| 576214 | 1 | |
| 552664 | 1 |
il_util
Real number (ℝ)
High correlation  Missing 
| Distinct | 183 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 32034 |
| Missing (%) | 47.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.015173 |
| Minimum | 0 |
|---|---|
| Maximum | 321 |
| Zeros | 199 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 25 |
| Q1 | 55 |
| median | 72 |
| Q3 | 85 |
| 95-th percentile | 101 |
| Maximum | 321 |
| Range | 321 |
| Interquartile range (IQR) | 30 |
Descriptive statistics
| Standard deviation | 23.791554 |
|---|---|
| Coefficient of variation (CV) | 0.34472932 |
| Kurtosis | 1.5760246 |
| Mean | 69.015173 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | -0.25555373 |
| Sum | 2469846 |
| Variance | 566.03802 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 78 | 734 | 1.1% |
| 75 | 708 | 1.0% |
| 72 | 696 | 1.0% |
| 77 | 693 | 1.0% |
| 83 | 693 | 1.0% |
| 70 | 662 | 1.0% |
| 76 | 657 | 1.0% |
| 73 | 649 | 1.0% |
| 88 | 633 | 0.9% |
| 69 | 628 | 0.9% |
| Other values (173) | 29034 | |
| (Missing) | 32034 |
| Value | Count | Frequency (%) |
| 0 | 199 | |
| 1 | 19 | < 0.1% |
| 2 | 23 | < 0.1% |
| 3 | 45 | 0.1% |
| 4 | 40 | 0.1% |
| 5 | 32 | < 0.1% |
| 6 | 58 | 0.1% |
| 7 | 39 | 0.1% |
| 8 | 60 | 0.1% |
| 9 | 50 | 0.1% |
| Value | Count | Frequency (%) |
| 321 | 1 | |
| 317 | 1 | |
| 291 | 1 | |
| 256 | 1 | |
| 225 | 1 | |
| 218 | 1 | |
| 206 | 1 | |
| 201 | 1 | |
| 199 | 1 | |
| 189 | 1 |
open_rv_12m
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 18 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 25995 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2958925 |
| Minimum | 0 |
|---|---|
| Maximum | 18 |
| Zeros | 15287 |
| Zeros (%) | 22.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.507265 |
|---|---|
| Coefficient of variation (CV) | 1.1631096 |
| Kurtosis | 6.7769523 |
| Mean | 1.2958925 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.9628963 |
| Sum | 54202 |
| Variance | 2.2718478 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 15287 | |
| 1 | 12499 | |
| 2 | 7146 | 10.5% |
| 3 | 3619 | 5.3% |
| 4 | 1649 | 2.4% |
| 5 | 755 | 1.1% |
| 6 | 436 | 0.6% |
| 7 | 215 | 0.3% |
| 8 | 100 | 0.1% |
| 9 | 45 | 0.1% |
| Other values (8) | 75 | 0.1% |
| (Missing) | 25995 |
| Value | Count | Frequency (%) |
| 0 | 15287 | |
| 1 | 12499 | |
| 2 | 7146 | |
| 3 | 3619 | 5.3% |
| 4 | 1649 | 2.4% |
| 5 | 755 | 1.1% |
| 6 | 436 | 0.6% |
| 7 | 215 | 0.3% |
| 8 | 100 | 0.1% |
| 9 | 45 | 0.1% |
| Value | Count | Frequency (%) |
| 18 | 2 | < 0.1% |
| 16 | 2 | < 0.1% |
| 15 | 4 | < 0.1% |
| 14 | 1 | < 0.1% |
| 13 | 7 | < 0.1% |
| 12 | 9 | < 0.1% |
| 11 | 16 | < 0.1% |
| 10 | 34 | 0.1% |
| 9 | 45 | |
| 8 | 100 |
open_rv_24m
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 30 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 25995 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7593124 |
| Minimum | 0 |
|---|---|
| Maximum | 34 |
| Zeros | 6776 |
| Zeros (%) | 10.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 34 |
| Range | 34 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.5995723 |
|---|---|
| Coefficient of variation (CV) | 0.94210875 |
| Kurtosis | 6.63081 |
| Mean | 2.7593124 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.8788817 |
| Sum | 115411 |
| Variance | 6.7577764 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 8848 | 13.0% |
| 2 | 7907 | 11.7% |
| 0 | 6776 | 10.0% |
| 3 | 6047 | 8.9% |
| 4 | 4286 | 6.3% |
| 5 | 2723 | 4.0% |
| 6 | 1797 | 2.6% |
| 7 | 1171 | 1.7% |
| 8 | 789 | 1.2% |
| 9 | 483 | 0.7% |
| Other values (20) | 999 | 1.5% |
| (Missing) | 25995 |
| Value | Count | Frequency (%) |
| 0 | 6776 | |
| 1 | 8848 | |
| 2 | 7907 | |
| 3 | 6047 | |
| 4 | 4286 | |
| 5 | 2723 | 4.0% |
| 6 | 1797 | 2.6% |
| 7 | 1171 | 1.7% |
| 8 | 789 | 1.2% |
| 9 | 483 | 0.7% |
| Value | Count | Frequency (%) |
| 34 | 1 | < 0.1% |
| 30 | 1 | < 0.1% |
| 29 | 1 | < 0.1% |
| 27 | 5 | |
| 25 | 2 | < 0.1% |
| 24 | 2 | < 0.1% |
| 23 | 2 | < 0.1% |
| 22 | 2 | < 0.1% |
| 21 | 3 | < 0.1% |
| 20 | 9 |
max_bal_bc
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 14297 |
|---|---|
| Distinct (%) | 34.2% |
| Missing | 25995 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5852.7105 |
| Minimum | 0 |
|---|---|
| Maximum | 457521 |
| Zeros | 1060 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 348 |
| Q1 | 2287 |
| median | 4426 |
| Q3 | 7650 |
| 95-th percentile | 16465.75 |
| Maximum | 457521 |
| Range | 457521 |
| Interquartile range (IQR) | 5363 |
Descriptive statistics
| Standard deviation | 6325.2785 |
|---|---|
| Coefficient of variation (CV) | 1.0807434 |
| Kurtosis | 1007.7865 |
| Mean | 5852.7105 |
| Median Absolute Deviation (MAD) | 2479 |
| Skewness | 17.868095 |
| Sum | 2.4479547 × 108 |
| Variance | 40009148 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1060 | 1.6% |
| 1900 | 16 | < 0.1% |
| 2931 | 15 | < 0.1% |
| 8 | 15 | < 0.1% |
| 6000 | 15 | < 0.1% |
| 2000 | 15 | < 0.1% |
| 1972 | 14 | < 0.1% |
| 2827 | 13 | < 0.1% |
| 2750 | 13 | < 0.1% |
| 1300 | 13 | < 0.1% |
| Other values (14287) | 40637 | |
| (Missing) | 25995 |
| Value | Count | Frequency (%) |
| 0 | 1060 | |
| 1 | 9 | < 0.1% |
| 2 | 6 | < 0.1% |
| 3 | 3 | < 0.1% |
| 4 | 4 | < 0.1% |
| 5 | 4 | < 0.1% |
| 6 | 4 | < 0.1% |
| 7 | 5 | < 0.1% |
| 8 | 15 | < 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 457521 | 1 | |
| 361299 | 1 | |
| 298260 | 1 | |
| 211540 | 1 | |
| 150000 | 1 | |
| 112004 | 1 | |
| 91879 | 1 | |
| 75356 | 1 | |
| 64360 | 1 | |
| 55537 | 1 |
all_util
Real number (ℝ)
High correlation  Missing 
| Distinct | 143 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 26003 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.092879 |
| Minimum | 0 |
|---|---|
| Maximum | 239 |
| Zeros | 88 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 43 |
| median | 58 |
| Q3 | 72 |
| 95-th percentile | 90 |
| Maximum | 239 |
| Range | 239 |
| Interquartile range (IQR) | 29 |
Descriptive statistics
| Standard deviation | 20.931936 |
|---|---|
| Coefficient of variation (CV) | 0.36662955 |
| Kurtosis | 0.06309175 |
| Mean | 57.092879 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | -0.11020701 |
| Sum | 2387510 |
| Variance | 438.14595 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 59 | 838 | 1.2% |
| 57 | 804 | 1.2% |
| 58 | 794 | 1.2% |
| 61 | 789 | 1.2% |
| 62 | 789 | 1.2% |
| 60 | 784 | 1.2% |
| 65 | 761 | 1.1% |
| 63 | 759 | 1.1% |
| 68 | 758 | 1.1% |
| 66 | 757 | 1.1% |
| Other values (133) | 33985 | |
| (Missing) | 26003 |
| Value | Count | Frequency (%) |
| 0 | 88 | |
| 1 | 53 | |
| 2 | 41 | |
| 3 | 54 | |
| 4 | 54 | |
| 5 | 58 | |
| 6 | 65 | |
| 7 | 70 | |
| 8 | 67 | |
| 9 | 84 |
| Value | Count | Frequency (%) |
| 239 | 1 | < 0.1% |
| 198 | 1 | < 0.1% |
| 173 | 1 | < 0.1% |
| 147 | 1 | < 0.1% |
| 144 | 1 | < 0.1% |
| 139 | 1 | < 0.1% |
| 138 | 1 | < 0.1% |
| 137 | 1 | < 0.1% |
| 135 | 3 | |
| 133 | 1 | < 0.1% |
total_rev_hi_lim
Real number (ℝ)
High correlation  Missing 
| Distinct | 3587 |
|---|---|
| Distinct (%) | 5.5% |
| Missing | 2093 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34512.001 |
| Minimum | 0 |
|---|---|
| Maximum | 1339900 |
| Zeros | 33 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6000 |
| Q1 | 14600 |
| median | 25500 |
| Q3 | 43100 |
| 95-th percentile | 91600 |
| Maximum | 1339900 |
| Range | 1339900 |
| Interquartile range (IQR) | 28500 |
Descriptive statistics
| Standard deviation | 34235.669 |
|---|---|
| Coefficient of variation (CV) | 0.99199314 |
| Kurtosis | 90.164118 |
| Mean | 34512.001 |
| Median Absolute Deviation (MAD) | 12800 |
| Skewness | 5.515685 |
| Sum | 2.2684048 × 109 |
| Variance | 1.172081 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 222 | 0.3% |
| 15500 | 211 | 0.3% |
| 11000 | 210 | 0.3% |
| 9000 | 207 | 0.3% |
| 12000 | 203 | 0.3% |
| 16500 | 203 | 0.3% |
| 16000 | 201 | 0.3% |
| 12500 | 201 | 0.3% |
| 11500 | 198 | 0.3% |
| 17000 | 197 | 0.3% |
| Other values (3577) | 63675 | |
| (Missing) | 2093 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 33 | |
| 100 | 1 | < 0.1% |
| 200 | 2 | < 0.1% |
| 300 | 12 | < 0.1% |
| 400 | 4 | < 0.1% |
| 500 | 20 | |
| 600 | 7 | < 0.1% |
| 700 | 10 | < 0.1% |
| 800 | 20 | |
| 900 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 1339900 | 1 | |
| 1116000 | 1 | |
| 1019800 | 1 | |
| 779800 | 1 | |
| 752300 | 1 | |
| 644900 | 1 | |
| 591400 | 1 | |
| 591100 | 1 | |
| 553000 | 1 | |
| 545200 | 1 |
inq_fi
Real number (ℝ)
Missing  Zeros 
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 25995 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0153493 |
| Minimum | 0 |
|---|---|
| Maximum | 27 |
| Zeros | 20858 |
| Zeros (%) | 30.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 4 |
| Maximum | 27 |
| Range | 27 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.4945859 |
|---|---|
| Coefficient of variation (CV) | 1.4719919 |
| Kurtosis | 13.565005 |
| Mean | 1.0153493 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.709908 |
| Sum | 42468 |
| Variance | 2.2337871 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 20858 | |
| 1 | 10580 | |
| 2 | 5197 | 7.7% |
| 3 | 2557 | 3.8% |
| 4 | 1270 | 1.9% |
| 5 | 613 | 0.9% |
| 6 | 303 | 0.4% |
| 7 | 179 | 0.3% |
| 8 | 114 | 0.2% |
| 9 | 61 | 0.1% |
| Other values (11) | 94 | 0.1% |
| (Missing) | 25995 |
| Value | Count | Frequency (%) |
| 0 | 20858 | |
| 1 | 10580 | |
| 2 | 5197 | 7.7% |
| 3 | 2557 | 3.8% |
| 4 | 1270 | 1.9% |
| 5 | 613 | 0.9% |
| 6 | 303 | 0.4% |
| 7 | 179 | 0.3% |
| 8 | 114 | 0.2% |
| 9 | 61 | 0.1% |
| Value | Count | Frequency (%) |
| 27 | 1 | < 0.1% |
| 21 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 4 | < 0.1% |
| 15 | 4 | < 0.1% |
| 14 | 8 | < 0.1% |
| 13 | 8 | < 0.1% |
| 12 | 20 | |
| 11 | 22 |
total_cu_tl
Real number (ℝ)
Missing  Zeros 
| Distinct | 37 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 25995 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.483001 |
| Minimum | 0 |
|---|---|
| Maximum | 39 |
| Zeros | 22507 |
| Zeros (%) | 33.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 7 |
| Maximum | 39 |
| Range | 39 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.6697142 |
|---|---|
| Coefficient of variation (CV) | 1.8002106 |
| Kurtosis | 19.224975 |
| Mean | 1.483001 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.4700985 |
| Sum | 62028 |
| Variance | 7.1273739 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 22507 | |
| 1 | 6962 | 10.3% |
| 2 | 3947 | 5.8% |
| 3 | 2581 | 3.8% |
| 4 | 1746 | 2.6% |
| 5 | 1109 | 1.6% |
| 6 | 784 | 1.2% |
| 7 | 595 | 0.9% |
| 8 | 398 | 0.6% |
| 9 | 300 | 0.4% |
| Other values (27) | 897 | 1.3% |
| (Missing) | 25995 |
| Value | Count | Frequency (%) |
| 0 | 22507 | |
| 1 | 6962 | 10.3% |
| 2 | 3947 | 5.8% |
| 3 | 2581 | 3.8% |
| 4 | 1746 | 2.6% |
| 5 | 1109 | 1.6% |
| 6 | 784 | 1.2% |
| 7 | 595 | 0.9% |
| 8 | 398 | 0.6% |
| 9 | 300 | 0.4% |
| Value | Count | Frequency (%) |
| 39 | 1 | < 0.1% |
| 38 | 1 | < 0.1% |
| 37 | 2 | |
| 36 | 1 | < 0.1% |
| 33 | 1 | < 0.1% |
| 32 | 1 | < 0.1% |
| 30 | 3 | |
| 29 | 1 | < 0.1% |
| 28 | 4 | |
| 27 | 2 |
inq_last_12m
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 30 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 25995 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0482475 |
| Minimum | 0 |
|---|---|
| Maximum | 41 |
| Zeros | 11943 |
| Zeros (%) | 17.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 7 |
| Maximum | 41 |
| Range | 41 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.4009394 |
|---|---|
| Coefficient of variation (CV) | 1.172192 |
| Kurtosis | 12.448494 |
| Mean | 2.0482475 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.4788421 |
| Sum | 85670 |
| Variance | 5.7645101 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 11943 | |
| 1 | 10150 | 15.0% |
| 2 | 7121 | 10.5% |
| 3 | 4598 | 6.8% |
| 4 | 2824 | 4.2% |
| 5 | 1897 | 2.8% |
| 6 | 1114 | 1.6% |
| 7 | 747 | 1.1% |
| 8 | 475 | 0.7% |
| 9 | 292 | 0.4% |
| Other values (20) | 665 | 1.0% |
| (Missing) | 25995 |
| Value | Count | Frequency (%) |
| 0 | 11943 | |
| 1 | 10150 | |
| 2 | 7121 | |
| 3 | 4598 | 6.8% |
| 4 | 2824 | 4.2% |
| 5 | 1897 | 2.8% |
| 6 | 1114 | 1.6% |
| 7 | 747 | 1.1% |
| 8 | 475 | 0.7% |
| 9 | 292 | 0.4% |
| Value | Count | Frequency (%) |
| 41 | 1 | < 0.1% |
| 39 | 1 | < 0.1% |
| 32 | 2 | < 0.1% |
| 29 | 2 | < 0.1% |
| 27 | 2 | < 0.1% |
| 24 | 3 | < 0.1% |
| 23 | 2 | < 0.1% |
| 22 | 1 | < 0.1% |
| 21 | 3 | < 0.1% |
| 20 | 11 |
acc_open_past_24mths
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 32 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1485 |
| Missing (%) | 2.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.5293204 |
| Minimum | 0 |
|---|---|
| Maximum | 34 |
| Zeros | 3038 |
| Zeros (%) | 4.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 10 |
| Maximum | 34 |
| Range | 34 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.153697 |
|---|---|
| Coefficient of variation (CV) | 0.69628481 |
| Kurtosis | 3.1448413 |
| Mean | 4.5293204 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.2964384 |
| Sum | 300457 |
| Variance | 9.945805 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 9754 | |
| 4 | 9269 | |
| 2 | 9001 | |
| 5 | 7840 | |
| 1 | 6781 | |
| 6 | 6093 | |
| 7 | 4471 | |
| 8 | 3194 | 4.7% |
| 0 | 3038 | 4.5% |
| 9 | 2240 | 3.3% |
| Other values (22) | 4655 |
| Value | Count | Frequency (%) |
| 0 | 3038 | 4.5% |
| 1 | 6781 | |
| 2 | 9001 | |
| 3 | 9754 | |
| 4 | 9269 | |
| 5 | 7840 | |
| 6 | 6093 | |
| 7 | 4471 | |
| 8 | 3194 | 4.7% |
| 9 | 2240 | 3.3% |
| Value | Count | Frequency (%) |
| 34 | 1 | < 0.1% |
| 31 | 2 | < 0.1% |
| 29 | 2 | < 0.1% |
| 28 | 1 | < 0.1% |
| 27 | 6 | < 0.1% |
| 26 | 1 | < 0.1% |
| 25 | 7 | < 0.1% |
| 24 | 10 | |
| 23 | 13 | |
| 22 | 21 |
avg_cur_bal
Real number (ℝ)
High correlation  Missing 
| Distinct | 28640 |
|---|---|
| Distinct (%) | 43.6% |
| Missing | 2096 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13623.92 |
| Minimum | 0 |
|---|---|
| Maximum | 445856 |
| Zeros | 29 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1085 |
| Q1 | 3103 |
| median | 7378 |
| Q3 | 18791 |
| 95-th percentile | 43809.6 |
| Maximum | 445856 |
| Range | 445856 |
| Interquartile range (IQR) | 15688 |
Descriptive statistics
| Standard deviation | 16700.78 |
|---|---|
| Coefficient of variation (CV) | 1.2258425 |
| Kurtosis | 37.20439 |
| Mean | 13623.92 |
| Median Absolute Deviation (MAD) | 5398 |
| Skewness | 3.9099712 |
| Sum | 8.9543214 × 108 |
| Variance | 2.7891607 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 29 | < 0.1% |
| 1626 | 18 | < 0.1% |
| 3457 | 16 | < 0.1% |
| 2296 | 15 | < 0.1% |
| 1080 | 15 | < 0.1% |
| 1629 | 15 | < 0.1% |
| 3137 | 14 | < 0.1% |
| 2591 | 14 | < 0.1% |
| 2633 | 14 | < 0.1% |
| 1190 | 14 | < 0.1% |
| Other values (28630) | 65561 | |
| (Missing) | 2096 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 29 | |
| 1 | 2 | < 0.1% |
| 2 | 5 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 2 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 13 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 445856 | 1 | |
| 383983 | 1 | |
| 362147 | 1 | |
| 355013 | 1 | |
| 310429 | 1 | |
| 290204 | 1 | |
| 285326 | 1 | |
| 274635 | 1 | |
| 241662 | 1 | |
| 233099 | 1 |
bc_open_to_buy
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 25526 |
|---|---|
| Distinct (%) | 38.9% |
| Missing | 2202 |
| Missing (%) | 3.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11374.105 |
| Minimum | 0 |
|---|---|
| Maximum | 469679 |
| Zeros | 979 |
| Zeros (%) | 1.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 155 |
| Q1 | 1711 |
| median | 5449 |
| Q3 | 14109 |
| 95-th percentile | 42879.2 |
| Maximum | 469679 |
| Range | 469679 |
| Interquartile range (IQR) | 12398 |
Descriptive statistics
| Standard deviation | 16739.875 |
|---|---|
| Coefficient of variation (CV) | 1.4717531 |
| Kurtosis | 32.64609 |
| Mean | 11374.105 |
| Median Absolute Deviation (MAD) | 4563 |
| Skewness | 3.9787846 |
| Sum | 7.463574 × 108 |
| Variance | 2.8022341 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 979 | 1.4% |
| 2000 | 60 | 0.1% |
| 3000 | 53 | 0.1% |
| 500 | 50 | 0.1% |
| 2500 | 49 | 0.1% |
| 5000 | 48 | 0.1% |
| 1000 | 47 | 0.1% |
| 1500 | 39 | 0.1% |
| 300 | 38 | 0.1% |
| 4000 | 37 | 0.1% |
| Other values (25516) | 64219 | |
| (Missing) | 2202 | 3.2% |
| Value | Count | Frequency (%) |
| 0 | 979 | |
| 1 | 7 | < 0.1% |
| 2 | 13 | < 0.1% |
| 3 | 9 | < 0.1% |
| 4 | 12 | < 0.1% |
| 5 | 15 | < 0.1% |
| 6 | 18 | < 0.1% |
| 7 | 12 | < 0.1% |
| 8 | 14 | < 0.1% |
| 9 | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| 469679 | 1 | |
| 371701 | 1 | |
| 295713 | 1 | |
| 247574 | 1 | |
| 246153 | 1 | |
| 245519 | 1 | |
| 241778 | 1 | |
| 224364 | 1 | |
| 221273 | 1 | |
| 217362 | 1 |
bc_util
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 1125 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 2235 |
| Missing (%) | 3.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.918065 |
| Minimum | 0 |
|---|---|
| Maximum | 201.9 |
| Zeros | 849 |
| Zeros (%) | 1.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.8 |
| Q1 | 35.4 |
| median | 60.35 |
| Q3 | 83.3 |
| 95-th percentile | 97.8 |
| Maximum | 201.9 |
| Range | 201.9 |
| Interquartile range (IQR) | 47.9 |
Descriptive statistics
| Standard deviation | 28.610787 |
|---|---|
| Coefficient of variation (CV) | 0.49398728 |
| Kurtosis | -1.0125135 |
| Mean | 57.918065 |
| Median Absolute Deviation (MAD) | 23.75 |
| Skewness | -0.26924216 |
| Sum | 3798614.2 |
| Variance | 818.57715 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 849 | 1.3% |
| 96 | 196 | 0.3% |
| 98 | 191 | 0.3% |
| 97 | 170 | 0.3% |
| 94 | 160 | 0.2% |
| 93 | 159 | 0.2% |
| 95 | 156 | 0.2% |
| 99 | 145 | 0.2% |
| 92 | 138 | 0.2% |
| 88 | 127 | 0.2% |
| Other values (1115) | 63295 | |
| (Missing) | 2235 | 3.3% |
| Value | Count | Frequency (%) |
| 0 | 849 | |
| 0.1 | 62 | 0.1% |
| 0.2 | 62 | 0.1% |
| 0.3 | 43 | 0.1% |
| 0.4 | 34 | 0.1% |
| 0.5 | 39 | 0.1% |
| 0.6 | 33 | < 0.1% |
| 0.7 | 45 | 0.1% |
| 0.8 | 36 | 0.1% |
| 0.9 | 34 | 0.1% |
| Value | Count | Frequency (%) |
| 201.9 | 1 | |
| 161 | 1 | |
| 140.7 | 1 | |
| 137.9 | 1 | |
| 134.5 | 1 | |
| 132.2 | 1 | |
| 131.7 | 1 | |
| 130.5 | 1 | |
| 129.6 | 1 | |
| 129.5 | 1 |
chargeoff_within_12_mths
Real number (ℝ)
Zeros 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 6 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0087296321 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 67290 |
| Zeros (%) | 99.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.10716729 |
|---|---|
| Coefficient of variation (CV) | 12.276266 |
| Kurtosis | 512.30711 |
| Mean | 0.0087296321 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 17.415629 |
| Sum | 592 |
| Variance | 0.011484827 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 67290 | |
| 1 | 475 | 0.7% |
| 2 | 39 | 0.1% |
| 3 | 8 | < 0.1% |
| 4 | 2 | < 0.1% |
| 7 | 1 | < 0.1% |
| (Missing) | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 67290 | |
| 1 | 475 | 0.7% |
| 2 | 39 | 0.1% |
| 3 | 8 | < 0.1% |
| 4 | 2 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 4 | 2 | < 0.1% |
| 3 | 8 | < 0.1% |
| 2 | 39 | 0.1% |
| 1 | 475 | 0.7% |
| 0 | 67290 |
delinq_amnt
Real number (ℝ)
High correlation  Skewed  Zeros 
| Distinct | 164 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.8336037 |
| Minimum | 0 |
|---|---|
| Maximum | 65000 |
| Zeros | 67629 |
| Zeros (%) | 99.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 65000 |
| Range | 65000 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 593.07904 |
|---|---|
| Coefficient of variation (CV) | 60.311465 |
| Kurtosis | 8151.2598 |
| Mean | 9.8336037 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 85.714751 |
| Sum | 666915 |
| Variance | 351742.75 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 67629 | |
| 30 | 5 | < 0.1% |
| 55 | 4 | < 0.1% |
| 25 | 4 | < 0.1% |
| 70 | 2 | < 0.1% |
| 61 | 2 | < 0.1% |
| 94 | 2 | < 0.1% |
| 52 | 2 | < 0.1% |
| 62 | 2 | < 0.1% |
| 84 | 2 | < 0.1% |
| Other values (154) | 166 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 67629 | |
| 3 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 13 | 1 | < 0.1% |
| 14 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 22 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 65000 | 2 | |
| 62302 | 1 | |
| 52201 | 1 | |
| 47641 | 1 | |
| 38665 | 1 | |
| 30114 | 1 | |
| 29046 | 1 | |
| 27921 | 1 | |
| 22765 | 1 | |
| 20494 | 1 |
mo_sin_old_il_acct
Real number (ℝ)
Missing 
| Distinct | 423 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 4131 |
| Missing (%) | 6.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 126.25351 |
| Minimum | 1 |
|---|---|
| Maximum | 553 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 32 |
| Q1 | 97 |
| median | 130 |
| Q3 | 154 |
| 95-th percentile | 214 |
| Maximum | 553 |
| Range | 552 |
| Interquartile range (IQR) | 57 |
Descriptive statistics
| Standard deviation | 53.320312 |
|---|---|
| Coefficient of variation (CV) | 0.42232736 |
| Kurtosis | 2.0370599 |
| Mean | 126.25351 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 0.40217318 |
| Sum | 8041086 |
| Variance | 2843.0556 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 130 | 778 | 1.1% |
| 135 | 760 | 1.1% |
| 139 | 759 | 1.1% |
| 128 | 756 | 1.1% |
| 121 | 755 | 1.1% |
| 132 | 750 | 1.1% |
| 131 | 745 | 1.1% |
| 127 | 743 | 1.1% |
| 134 | 743 | 1.1% |
| 133 | 740 | 1.1% |
| Other values (413) | 56161 | |
| (Missing) | 4131 | 6.1% |
| Value | Count | Frequency (%) |
| 1 | 14 | < 0.1% |
| 2 | 25 | < 0.1% |
| 3 | 43 | |
| 4 | 55 | |
| 5 | 57 | |
| 6 | 58 | |
| 7 | 67 | |
| 8 | 84 | |
| 9 | 97 | |
| 10 | 81 |
| Value | Count | Frequency (%) |
| 553 | 1 | |
| 547 | 1 | |
| 540 | 1 | |
| 537 | 1 | |
| 534 | 2 | |
| 516 | 1 | |
| 501 | 1 | |
| 469 | 1 | |
| 466 | 2 | |
| 455 | 1 |
mo_sin_old_rev_tl_op
Real number (ℝ)
Missing 
| Distinct | 639 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 2093 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 181.52501 |
| Minimum | 3 |
|---|---|
| Maximum | 766 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 49 |
| Q1 | 116 |
| median | 164 |
| Q3 | 231 |
| 95-th percentile | 368 |
| Maximum | 766 |
| Range | 763 |
| Interquartile range (IQR) | 115 |
Descriptive statistics
| Standard deviation | 97.221198 |
|---|---|
| Coefficient of variation (CV) | 0.53558018 |
| Kurtosis | 1.4414163 |
| Mean | 181.52501 |
| Median Absolute Deviation (MAD) | 56 |
| Skewness | 1.0226811 |
| Sum | 11931276 |
| Variance | 9451.9614 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 136 | 398 | 0.6% |
| 132 | 388 | 0.6% |
| 137 | 384 | 0.6% |
| 131 | 382 | 0.6% |
| 142 | 374 | 0.6% |
| 129 | 372 | 0.5% |
| 133 | 368 | 0.5% |
| 119 | 367 | 0.5% |
| 145 | 365 | 0.5% |
| 127 | 364 | 0.5% |
| Other values (629) | 61966 | |
| (Missing) | 2093 | 3.1% |
| Value | Count | Frequency (%) |
| 3 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 7 | 4 | < 0.1% |
| 8 | 4 | < 0.1% |
| 9 | 5 | < 0.1% |
| 10 | 3 | < 0.1% |
| 11 | 3 | < 0.1% |
| 12 | 12 | |
| 13 | 13 | |
| 14 | 21 |
| Value | Count | Frequency (%) |
| 766 | 1 | |
| 727 | 1 | |
| 718 | 1 | |
| 715 | 1 | |
| 708 | 2 | |
| 701 | 1 | |
| 700 | 1 | |
| 670 | 1 | |
| 669 | 1 | |
| 666 | 1 |
mo_sin_rcnt_rev_tl_op
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 191 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 2093 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.00779 |
| Minimum | 0 |
|---|---|
| Maximum | 313 |
| Zeros | 966 |
| Zeros (%) | 1.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 8 |
| Q3 | 17 |
| 95-th percentile | 46 |
| Maximum | 313 |
| Range | 313 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 17.518899 |
|---|---|
| Coefficient of variation (CV) | 1.2506541 |
| Kurtosis | 21.355627 |
| Mean | 14.00779 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 3.5843627 |
| Sum | 920704 |
| Variance | 306.91183 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 4951 | 7.3% |
| 3 | 4929 | 7.3% |
| 4 | 4443 | 6.6% |
| 1 | 4147 | 6.1% |
| 5 | 3982 | 5.9% |
| 6 | 3567 | 5.3% |
| 7 | 3208 | 4.7% |
| 8 | 2995 | 4.4% |
| 9 | 2603 | 3.8% |
| 10 | 2397 | 3.5% |
| Other values (181) | 28506 |
| Value | Count | Frequency (%) |
| 0 | 966 | 1.4% |
| 1 | 4147 | |
| 2 | 4951 | |
| 3 | 4929 | |
| 4 | 4443 | |
| 5 | 3982 | |
| 6 | 3567 | |
| 7 | 3208 | |
| 8 | 2995 | |
| 9 | 2603 |
| Value | Count | Frequency (%) |
| 313 | 1 | |
| 300 | 1 | |
| 273 | 1 | |
| 272 | 1 | |
| 258 | 1 | |
| 252 | 1 | |
| 249 | 1 | |
| 247 | 1 | |
| 240 | 1 | |
| 223 | 1 |
mo_sin_rcnt_tl
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 135 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 2093 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.2880355 |
| Minimum | 0 |
|---|---|
| Maximum | 200 |
| Zeros | 1003 |
| Zeros (%) | 1.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 10 |
| 95-th percentile | 24 |
| Maximum | 200 |
| Range | 200 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 9.2267861 |
|---|---|
| Coefficient of variation (CV) | 1.1132657 |
| Kurtosis | 38.520088 |
| Mean | 8.2880355 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 4.4556185 |
| Sum | 544756 |
| Variance | 85.133581 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 6994 | |
| 2 | 6993 | |
| 4 | 6122 | 9.0% |
| 1 | 5487 | 8.1% |
| 5 | 5247 | 7.7% |
| 6 | 4523 | 6.7% |
| 7 | 4029 | 5.9% |
| 8 | 3501 | 5.2% |
| 9 | 2959 | 4.4% |
| 10 | 2449 | 3.6% |
| Other values (125) | 17424 |
| Value | Count | Frequency (%) |
| 0 | 1003 | 1.5% |
| 1 | 5487 | |
| 2 | 6993 | |
| 3 | 6994 | |
| 4 | 6122 | |
| 5 | 5247 | |
| 6 | 4523 | |
| 7 | 4029 | |
| 8 | 3501 | |
| 9 | 2959 |
| Value | Count | Frequency (%) |
| 200 | 1 | |
| 189 | 1 | |
| 181 | 1 | |
| 170 | 1 | |
| 166 | 1 | |
| 151 | 1 | |
| 150 | 1 | |
| 147 | 2 | |
| 136 | 1 | |
| 135 | 1 |
mort_acc
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 23 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1485 |
| Missing (%) | 2.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5512391 |
| Minimum | 0 |
|---|---|
| Maximum | 45 |
| Zeros | 27882 |
| Zeros (%) | 41.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 45 |
| Range | 45 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.9016278 |
|---|---|
| Coefficient of variation (CV) | 1.2258766 |
| Kurtosis | 8.0794448 |
| Mean | 1.5512391 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.7812495 |
| Sum | 102903 |
| Variance | 3.6161881 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 27882 | |
| 1 | 11775 | |
| 2 | 9982 | 14.7% |
| 3 | 6883 | 10.1% |
| 4 | 4426 | 6.5% |
| 5 | 2606 | 3.8% |
| 6 | 1382 | 2.0% |
| 7 | 670 | 1.0% |
| 8 | 349 | 0.5% |
| 9 | 167 | 0.2% |
| Other values (13) | 214 | 0.3% |
| (Missing) | 1485 | 2.2% |
| Value | Count | Frequency (%) |
| 0 | 27882 | |
| 1 | 11775 | |
| 2 | 9982 | 14.7% |
| 3 | 6883 | 10.1% |
| 4 | 4426 | 6.5% |
| 5 | 2606 | 3.8% |
| 6 | 1382 | 2.0% |
| 7 | 670 | 1.0% |
| 8 | 349 | 0.5% |
| 9 | 167 | 0.2% |
| Value | Count | Frequency (%) |
| 45 | 1 | < 0.1% |
| 24 | 1 | < 0.1% |
| 23 | 1 | < 0.1% |
| 21 | 2 | < 0.1% |
| 20 | 1 | < 0.1% |
| 18 | 2 | < 0.1% |
| 16 | 4 | < 0.1% |
| 15 | 2 | < 0.1% |
| 14 | 8 | < 0.1% |
| 13 | 24 |
mths_since_recent_bc
Real number (ℝ)
High correlation  Missing 
| Distinct | 326 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 2164 |
| Missing (%) | 3.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.792589 |
| Minimum | 0 |
|---|---|
| Maximum | 584 |
| Zeros | 363 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 6 |
| median | 14 |
| Q3 | 30 |
| 95-th percentile | 88 |
| Maximum | 584 |
| Range | 584 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 32.32171 |
|---|---|
| Coefficient of variation (CV) | 1.3036843 |
| Kurtosis | 21.467395 |
| Mean | 24.792589 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 3.5515867 |
| Sum | 1627807 |
| Variance | 1044.6929 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 3221 | 4.7% |
| 2 | 3075 | 4.5% |
| 4 | 3048 | 4.5% |
| 5 | 2863 | 4.2% |
| 6 | 2653 | 3.9% |
| 7 | 2518 | 3.7% |
| 8 | 2389 | 3.5% |
| 9 | 2208 | 3.3% |
| 10 | 2142 | 3.2% |
| 1 | 2060 | 3.0% |
| Other values (316) | 39480 | |
| (Missing) | 2164 | 3.2% |
| Value | Count | Frequency (%) |
| 0 | 363 | 0.5% |
| 1 | 2060 | |
| 2 | 3075 | |
| 3 | 3221 | |
| 4 | 3048 | |
| 5 | 2863 | |
| 6 | 2653 | |
| 7 | 2518 | |
| 8 | 2389 | |
| 9 | 2208 |
| Value | Count | Frequency (%) |
| 584 | 1 | |
| 577 | 1 | |
| 564 | 1 | |
| 489 | 1 | |
| 464 | 1 | |
| 436 | 1 | |
| 422 | 1 | |
| 420 | 1 | |
| 395 | 1 | |
| 387 | 1 |
mths_since_recent_bc_dlq
Real number (ℝ)
High correlation  Missing 
| Distinct | 126 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 52121 |
| Missing (%) | 76.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.467452 |
| Minimum | 0 |
|---|---|
| Maximum | 155 |
| Zeros | 22 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 21 |
| median | 38 |
| Q3 | 57 |
| 95-th percentile | 77 |
| Maximum | 155 |
| Range | 155 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 22.722055 |
|---|---|
| Coefficient of variation (CV) | 0.57571627 |
| Kurtosis | -0.68062618 |
| Mean | 39.467452 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | 0.32828949 |
| Sum | 619639 |
| Variance | 516.29176 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 22 | 268 | 0.4% |
| 25 | 260 | 0.4% |
| 45 | 256 | 0.4% |
| 42 | 256 | 0.4% |
| 30 | 255 | 0.4% |
| 27 | 255 | 0.4% |
| 41 | 254 | 0.4% |
| 46 | 253 | 0.4% |
| 13 | 251 | 0.4% |
| 19 | 250 | 0.4% |
| Other values (116) | 13142 | 19.4% |
| (Missing) | 52121 |
| Value | Count | Frequency (%) |
| 0 | 22 | < 0.1% |
| 1 | 82 | 0.1% |
| 2 | 81 | 0.1% |
| 3 | 137 | |
| 4 | 154 | |
| 5 | 177 | |
| 6 | 173 | |
| 7 | 175 | |
| 8 | 176 | |
| 9 | 221 |
| Value | Count | Frequency (%) |
| 155 | 1 | < 0.1% |
| 146 | 1 | < 0.1% |
| 140 | 1 | < 0.1% |
| 126 | 1 | < 0.1% |
| 125 | 1 | < 0.1% |
| 124 | 1 | < 0.1% |
| 120 | 2 | |
| 119 | 2 | |
| 118 | 3 | |
| 116 | 1 | < 0.1% |
mths_since_recent_inq
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 26 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 8909 |
| Missing (%) | 13.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.9929386 |
| Minimum | 0 |
|---|---|
| Maximum | 25 |
| Zeros | 5055 |
| Zeros (%) | 7.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 5 |
| Q3 | 11 |
| 95-th percentile | 19 |
| Maximum | 25 |
| Range | 25 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 5.9484027 |
|---|---|
| Coefficient of variation (CV) | 0.8506299 |
| Kurtosis | -0.029010055 |
| Mean | 6.9929386 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.89121749 |
| Sum | 411968 |
| Variance | 35.383495 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 6518 | 9.6% |
| 2 | 5219 | 7.7% |
| 0 | 5055 | 7.5% |
| 3 | 4733 | 7.0% |
| 4 | 4189 | 6.2% |
| 5 | 3914 | 5.8% |
| 6 | 3487 | 5.1% |
| 7 | 3180 | 4.7% |
| 8 | 2859 | 4.2% |
| 9 | 2560 | 3.8% |
| Other values (16) | 17198 | |
| (Missing) | 8909 |
| Value | Count | Frequency (%) |
| 0 | 5055 | |
| 1 | 6518 | |
| 2 | 5219 | |
| 3 | 4733 | |
| 4 | 4189 | |
| 5 | 3914 | |
| 6 | 3487 | |
| 7 | 3180 | |
| 8 | 2859 | |
| 9 | 2560 | 3.8% |
| Value | Count | Frequency (%) |
| 25 | 2 | < 0.1% |
| 24 | 259 | 0.4% |
| 23 | 571 | |
| 22 | 605 | |
| 21 | 640 | |
| 20 | 657 | |
| 19 | 806 | |
| 18 | 902 | |
| 17 | 950 | |
| 16 | 1155 |
mths_since_recent_revol_delinq
Real number (ℝ)
High correlation  Missing 
| Distinct | 124 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 45580 |
| Missing (%) | 67.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.942044 |
| Minimum | 0 |
|---|---|
| Maximum | 155 |
| Zeros | 33 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 17 |
| median | 33 |
| Q3 | 52 |
| 95-th percentile | 76 |
| Maximum | 155 |
| Range | 155 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 22.409099 |
|---|---|
| Coefficient of variation (CV) | 0.62347871 |
| Kurtosis | -0.61013205 |
| Mean | 35.942044 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.46718347 |
| Sum | 799387 |
| Variance | 502.16773 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 406 | 0.6% |
| 13 | 402 | 0.6% |
| 11 | 387 | 0.6% |
| 15 | 386 | 0.6% |
| 9 | 382 | 0.6% |
| 22 | 378 | 0.6% |
| 24 | 373 | 0.5% |
| 19 | 373 | 0.5% |
| 20 | 373 | 0.5% |
| 18 | 372 | 0.5% |
| Other values (114) | 18409 | |
| (Missing) | 45580 |
| Value | Count | Frequency (%) |
| 0 | 33 | < 0.1% |
| 1 | 145 | 0.2% |
| 2 | 179 | |
| 3 | 239 | |
| 4 | 281 | |
| 5 | 304 | |
| 6 | 357 | |
| 7 | 363 | |
| 8 | 360 | |
| 9 | 382 |
| Value | Count | Frequency (%) |
| 155 | 1 | |
| 146 | 1 | |
| 129 | 1 | |
| 126 | 1 | |
| 125 | 2 | |
| 124 | 2 | |
| 120 | 1 | |
| 118 | 2 | |
| 116 | 1 | |
| 115 | 1 |
num_accts_ever_120_pd
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 23 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2093 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.49726144 |
| Minimum | 0 |
|---|---|
| Maximum | 29 |
| Zeros | 50631 |
| Zeros (%) | 74.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 3 |
| Maximum | 29 |
| Range | 29 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.3137194 |
|---|---|
| Coefficient of variation (CV) | 2.6419088 |
| Kurtosis | 36.316028 |
| Mean | 0.49726144 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.8281247 |
| Sum | 32684 |
| Variance | 1.7258586 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 50631 | |
| 1 | 8074 | 11.9% |
| 2 | 3239 | 4.8% |
| 3 | 1408 | 2.1% |
| 4 | 850 | 1.3% |
| 5 | 566 | 0.8% |
| 6 | 330 | 0.5% |
| 7 | 229 | 0.3% |
| 8 | 139 | 0.2% |
| 9 | 83 | 0.1% |
| Other values (13) | 179 | 0.3% |
| (Missing) | 2093 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 50631 | |
| 1 | 8074 | 11.9% |
| 2 | 3239 | 4.8% |
| 3 | 1408 | 2.1% |
| 4 | 850 | 1.3% |
| 5 | 566 | 0.8% |
| 6 | 330 | 0.5% |
| 7 | 229 | 0.3% |
| 8 | 139 | 0.2% |
| 9 | 83 | 0.1% |
| Value | Count | Frequency (%) |
| 29 | 1 | < 0.1% |
| 24 | 2 | < 0.1% |
| 20 | 2 | < 0.1% |
| 19 | 2 | < 0.1% |
| 18 | 5 | < 0.1% |
| 17 | 4 | < 0.1% |
| 16 | 11 | |
| 15 | 5 | < 0.1% |
| 14 | 16 | |
| 13 | 16 |
num_actv_bc_tl
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 26 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2093 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6658197 |
| Minimum | 0 |
|---|---|
| Maximum | 35 |
| Zeros | 1485 |
| Zeros (%) | 2.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 8 |
| Maximum | 35 |
| Range | 35 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.321887 |
|---|---|
| Coefficient of variation (CV) | 0.63338822 |
| Kurtosis | 4.2729469 |
| Mean | 3.6658197 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.4511281 |
| Sum | 240947 |
| Variance | 5.3911594 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 13677 | |
| 2 | 13324 | |
| 4 | 10655 | |
| 1 | 7892 | |
| 5 | 7206 | |
| 6 | 4541 | 6.7% |
| 7 | 2752 | 4.1% |
| 8 | 1644 | 2.4% |
| 0 | 1485 | 2.2% |
| 9 | 1020 | 1.5% |
| Other values (16) | 1532 | 2.3% |
| (Missing) | 2093 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 1485 | 2.2% |
| 1 | 7892 | |
| 2 | 13324 | |
| 3 | 13677 | |
| 4 | 10655 | |
| 5 | 7206 | |
| 6 | 4541 | 6.7% |
| 7 | 2752 | 4.1% |
| 8 | 1644 | 2.4% |
| 9 | 1020 | 1.5% |
| Value | Count | Frequency (%) |
| 35 | 1 | < 0.1% |
| 24 | 1 | < 0.1% |
| 23 | 4 | < 0.1% |
| 22 | 2 | < 0.1% |
| 21 | 2 | < 0.1% |
| 20 | 7 | < 0.1% |
| 19 | 8 | < 0.1% |
| 18 | 14 | |
| 17 | 32 | |
| 16 | 33 |
num_actv_rev_tl
Real number (ℝ)
High correlation  Missing 
| Distinct | 41 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2093 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.6300815 |
| Minimum | 0 |
|---|---|
| Maximum | 48 |
| Zeros | 322 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 12 |
| Maximum | 48 |
| Range | 48 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.403765 |
|---|---|
| Coefficient of variation (CV) | 0.60456762 |
| Kurtosis | 5.2131365 |
| Mean | 5.6300815 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.6009335 |
| Sum | 370054 |
| Variance | 11.585616 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 10049 | |
| 3 | 9272 | |
| 5 | 8996 | |
| 6 | 7423 | |
| 2 | 6503 | |
| 7 | 5730 | |
| 8 | 4165 | |
| 9 | 3079 | 4.5% |
| 1 | 2579 | 3.8% |
| 10 | 2140 | 3.2% |
| Other values (31) | 5792 | |
| (Missing) | 2093 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 322 | 0.5% |
| 1 | 2579 | 3.8% |
| 2 | 6503 | |
| 3 | 9272 | |
| 4 | 10049 | |
| 5 | 8996 | |
| 6 | 7423 | |
| 7 | 5730 | |
| 8 | 4165 | |
| 9 | 3079 | 4.5% |
| Value | Count | Frequency (%) |
| 48 | 1 | < 0.1% |
| 41 | 1 | < 0.1% |
| 40 | 3 | |
| 38 | 1 | < 0.1% |
| 37 | 2 | |
| 35 | 2 | |
| 34 | 2 | |
| 33 | 1 | < 0.1% |
| 32 | 2 | |
| 31 | 3 |
num_bc_sats
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 39 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1740 |
| Missing (%) | 2.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.7624279 |
| Minimum | 0 |
|---|---|
| Maximum | 54 |
| Zeros | 691 |
| Zeros (%) | 1.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 10 |
| Maximum | 54 |
| Range | 54 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.032944 |
|---|---|
| Coefficient of variation (CV) | 0.63684827 |
| Kurtosis | 6.8722121 |
| Mean | 4.7624279 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.7419825 |
| Sum | 314706 |
| Variance | 9.1987493 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 11292 | |
| 4 | 10875 | |
| 2 | 9152 | |
| 5 | 8687 | |
| 6 | 6355 | |
| 1 | 4639 | |
| 7 | 4574 | |
| 8 | 3056 | 4.5% |
| 9 | 2145 | 3.2% |
| 10 | 1456 | 2.1% |
| Other values (29) | 3850 | 5.7% |
| (Missing) | 1740 | 2.6% |
| Value | Count | Frequency (%) |
| 0 | 691 | 1.0% |
| 1 | 4639 | |
| 2 | 9152 | |
| 3 | 11292 | |
| 4 | 10875 | |
| 5 | 8687 | |
| 6 | 6355 | |
| 7 | 4574 | |
| 8 | 3056 | 4.5% |
| 9 | 2145 | 3.2% |
| Value | Count | Frequency (%) |
| 54 | 1 | < 0.1% |
| 47 | 1 | < 0.1% |
| 37 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 35 | 1 | < 0.1% |
| 34 | 1 | < 0.1% |
| 32 | 1 | < 0.1% |
| 31 | 1 | < 0.1% |
| 30 | 2 | |
| 29 | 4 |
num_bc_tl
Real number (ℝ)
High correlation  Missing 
| Distinct | 49 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2093 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.7496805 |
| Minimum | 0 |
|---|---|
| Maximum | 64 |
| Zeros | 185 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 17 |
| Maximum | 64 |
| Range | 64 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.7444187 |
|---|---|
| Coefficient of variation (CV) | 0.6122083 |
| Kurtosis | 4.1383721 |
| Mean | 7.7496805 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.44387 |
| Sum | 509371 |
| Variance | 22.509509 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 6949 | |
| 4 | 6757 | |
| 6 | 6554 | |
| 7 | 6008 | |
| 3 | 5440 | |
| 8 | 5424 | |
| 9 | 4643 | 6.8% |
| 10 | 3689 | 5.4% |
| 2 | 3660 | 5.4% |
| 11 | 3145 | 4.6% |
| Other values (39) | 13459 |
| Value | Count | Frequency (%) |
| 0 | 185 | 0.3% |
| 1 | 1458 | 2.1% |
| 2 | 3660 | |
| 3 | 5440 | |
| 4 | 6757 | |
| 5 | 6949 | |
| 6 | 6554 | |
| 7 | 6008 | |
| 8 | 5424 | |
| 9 | 4643 |
| Value | Count | Frequency (%) |
| 64 | 1 | < 0.1% |
| 58 | 3 | |
| 57 | 1 | < 0.1% |
| 54 | 1 | < 0.1% |
| 52 | 1 | < 0.1% |
| 46 | 1 | < 0.1% |
| 45 | 2 | |
| 43 | 1 | < 0.1% |
| 40 | 2 | |
| 39 | 4 |
num_il_tl
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 79 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2093 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.4442399 |
| Minimum | 0 |
|---|---|
| Maximum | 127 |
| Zeros | 2041 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 11 |
| 95-th percentile | 23 |
| Maximum | 127 |
| Range | 127 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 7.4093152 |
|---|---|
| Coefficient of variation (CV) | 0.87744016 |
| Kurtosis | 8.2949562 |
| Mean | 8.4442399 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 2.1407905 |
| Sum | 555023 |
| Variance | 54.897951 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 5730 | 8.4% |
| 3 | 5713 | 8.4% |
| 5 | 5459 | 8.0% |
| 2 | 5156 | 7.6% |
| 6 | 4962 | 7.3% |
| 7 | 4425 | 6.5% |
| 1 | 3946 | 5.8% |
| 8 | 3932 | 5.8% |
| 9 | 3378 | 5.0% |
| 10 | 2886 | 4.3% |
| Other values (69) | 20141 |
| Value | Count | Frequency (%) |
| 0 | 2041 | 3.0% |
| 1 | 3946 | |
| 2 | 5156 | |
| 3 | 5713 | |
| 4 | 5730 | |
| 5 | 5459 | |
| 6 | 4962 | |
| 7 | 4425 | |
| 8 | 3932 | |
| 9 | 3378 |
| Value | Count | Frequency (%) |
| 127 | 1 | |
| 101 | 1 | |
| 94 | 1 | |
| 86 | 2 | |
| 81 | 2 | |
| 77 | 1 | |
| 74 | 2 | |
| 73 | 1 | |
| 72 | 1 | |
| 71 | 2 |
num_op_rev_tl
Real number (ℝ)
High correlation  Missing 
| Distinct | 50 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2093 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.236718 |
| Minimum | 0 |
|---|---|
| Maximum | 63 |
| Zeros | 28 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 5 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 17 |
| Maximum | 63 |
| Range | 63 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 4.6935318 |
|---|---|
| Coefficient of variation (CV) | 0.56983034 |
| Kurtosis | 4.5342258 |
| Mean | 8.236718 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.522419 |
| Sum | 541383 |
| Variance | 22.029241 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 7056 | |
| 5 | 6892 | |
| 7 | 6664 | |
| 4 | 6252 | |
| 8 | 5877 | |
| 9 | 4988 | 7.4% |
| 3 | 4377 | 6.5% |
| 10 | 4267 | 6.3% |
| 11 | 3480 | 5.1% |
| 12 | 2775 | 4.1% |
| Other values (40) | 13100 |
| Value | Count | Frequency (%) |
| 0 | 28 | < 0.1% |
| 1 | 555 | 0.8% |
| 2 | 2383 | 3.5% |
| 3 | 4377 | |
| 4 | 6252 | |
| 5 | 6892 | |
| 6 | 7056 | |
| 7 | 6664 | |
| 8 | 5877 | |
| 9 | 4988 |
| Value | Count | Frequency (%) |
| 63 | 1 | < 0.1% |
| 58 | 1 | < 0.1% |
| 56 | 1 | < 0.1% |
| 49 | 1 | < 0.1% |
| 48 | 4 | |
| 47 | 3 | |
| 44 | 1 | < 0.1% |
| 43 | 2 | < 0.1% |
| 41 | 4 | |
| 40 | 6 |
num_rev_accts
Real number (ℝ)
High correlation  Missing 
| Distinct | 79 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2093 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.041124 |
| Minimum | 2 |
|---|---|
| Maximum | 128 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 8 |
| median | 12 |
| Q3 | 18 |
| 95-th percentile | 29 |
| Maximum | 128 |
| Range | 126 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.1158782 |
|---|---|
| Coefficient of variation (CV) | 0.57800773 |
| Kurtosis | 4.3868533 |
| Mean | 14.041124 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.43968 |
| Sum | 922895 |
| Variance | 65.86748 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 4012 | 5.9% |
| 10 | 3889 | 5.7% |
| 11 | 3794 | 5.6% |
| 8 | 3750 | 5.5% |
| 7 | 3722 | 5.5% |
| 12 | 3688 | 5.4% |
| 13 | 3569 | 5.3% |
| 6 | 3339 | 4.9% |
| 14 | 3215 | 4.7% |
| 15 | 2973 | 4.4% |
| Other values (69) | 29777 |
| Value | Count | Frequency (%) |
| 2 | 665 | 1.0% |
| 3 | 1272 | 1.9% |
| 4 | 2169 | |
| 5 | 2720 | |
| 6 | 3339 | |
| 7 | 3722 | |
| 8 | 3750 | |
| 9 | 4012 | |
| 10 | 3889 | |
| 11 | 3794 |
| Value | Count | Frequency (%) |
| 128 | 1 | |
| 119 | 1 | |
| 107 | 1 | |
| 90 | 1 | |
| 87 | 1 | |
| 84 | 1 | |
| 81 | 2 | |
| 79 | 1 | |
| 76 | 1 | |
| 72 | 1 |
num_rev_tl_bal_gt_0
Real number (ℝ)
High correlation  Missing 
| Distinct | 37 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2093 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.5792813 |
| Minimum | 0 |
|---|---|
| Maximum | 40 |
| Zeros | 313 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 12 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.3094559 |
|---|---|
| Coefficient of variation (CV) | 0.59316886 |
| Kurtosis | 3.9966473 |
| Mean | 5.5792813 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.4686817 |
| Sum | 366715 |
| Variance | 10.952498 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 10102 | |
| 3 | 9377 | |
| 5 | 9032 | |
| 6 | 7479 | |
| 2 | 6503 | |
| 7 | 5820 | |
| 8 | 4117 | |
| 9 | 3100 | 4.6% |
| 1 | 2575 | 3.8% |
| 10 | 2118 | 3.1% |
| Other values (27) | 5505 | |
| (Missing) | 2093 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 313 | 0.5% |
| 1 | 2575 | 3.8% |
| 2 | 6503 | |
| 3 | 9377 | |
| 4 | 10102 | |
| 5 | 9032 | |
| 6 | 7479 | |
| 7 | 5820 | |
| 8 | 4117 | |
| 9 | 3100 | 4.6% |
| Value | Count | Frequency (%) |
| 40 | 1 | < 0.1% |
| 38 | 1 | < 0.1% |
| 34 | 1 | < 0.1% |
| 33 | 1 | < 0.1% |
| 32 | 2 | < 0.1% |
| 31 | 2 | < 0.1% |
| 30 | 4 | < 0.1% |
| 29 | 2 | < 0.1% |
| 28 | 4 | < 0.1% |
| 27 | 12 |
num_sats
Real number (ℝ)
High correlation  Missing 
| Distinct | 59 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1740 |
| Missing (%) | 2.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.624446 |
| Minimum | 0 |
|---|---|
| Maximum | 94 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 8 |
| median | 11 |
| Q3 | 14 |
| 95-th percentile | 22 |
| Maximum | 94 |
| Range | 94 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.6454637 |
|---|---|
| Coefficient of variation (CV) | 0.48565444 |
| Kurtosis | 3.6865072 |
| Mean | 11.624446 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.3250213 |
| Sum | 768155 |
| Variance | 31.87126 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 5691 | 8.4% |
| 8 | 5587 | 8.2% |
| 10 | 5485 | 8.1% |
| 11 | 5117 | 7.5% |
| 7 | 5095 | 7.5% |
| 12 | 4521 | 6.7% |
| 6 | 4308 | 6.4% |
| 13 | 4034 | 5.9% |
| 14 | 3476 | 5.1% |
| 5 | 3096 | 4.6% |
| Other values (49) | 19671 |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 1 | 57 | 0.1% |
| 2 | 304 | 0.4% |
| 3 | 903 | 1.3% |
| 4 | 1996 | 2.9% |
| 5 | 3096 | |
| 6 | 4308 | |
| 7 | 5095 | |
| 8 | 5587 | |
| 9 | 5691 |
| Value | Count | Frequency (%) |
| 94 | 1 | < 0.1% |
| 66 | 1 | < 0.1% |
| 61 | 1 | < 0.1% |
| 60 | 1 | < 0.1% |
| 56 | 2 | |
| 53 | 3 | |
| 52 | 2 | |
| 51 | 3 | |
| 50 | 1 | < 0.1% |
| 49 | 1 | < 0.1% |
num_tl_120dpd_2m
Categorical
High correlation  Imbalance  Missing 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 4592 |
| Missing (%) | 6.8% |
| Memory size | 1.0 MiB |
| 0.0 | |
|---|---|
| 1.0 | 34 |
| 2.0 | 1 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 63194 | |
| 1.0 | 34 | 0.1% |
| 2.0 | 1 | < 0.1% |
| (Missing) | 4592 | 6.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 63194 | |
| 1.0 | 34 | 0.1% |
| 2.0 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 126423 | |
| . | 63229 | |
| 1 | 34 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 189687 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 126423 | |
| . | 63229 | |
| 1 | 34 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 189687 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 126423 | |
| . | 63229 | |
| 1 | 34 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 189687 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 126423 | |
| . | 63229 | |
| 1 | 34 | < 0.1% |
| 2 | 1 | < 0.1% |
num_tl_30dpd
Categorical
High correlation  Imbalance  Missing 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2093 |
| Missing (%) | 3.1% |
| Memory size | 1.0 MiB |
| 0.0 | |
|---|---|
| 1.0 | 149 |
| 2.0 | 7 |
| 4.0 | 2 |
| 3.0 | 1 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 65569 | |
| 1.0 | 149 | 0.2% |
| 2.0 | 7 | < 0.1% |
| 4.0 | 2 | < 0.1% |
| 3.0 | 1 | < 0.1% |
| (Missing) | 2093 | 3.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 65569 | |
| 1.0 | 149 | 0.2% |
| 2.0 | 7 | < 0.1% |
| 4.0 | 2 | < 0.1% |
| 3.0 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 131297 | |
| . | 65728 | |
| 1 | 149 | 0.1% |
| 2 | 7 | < 0.1% |
| 4 | 2 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 197184 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 131297 | |
| . | 65728 | |
| 1 | 149 | 0.1% |
| 2 | 7 | < 0.1% |
| 4 | 2 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 197184 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 131297 | |
| . | 65728 | |
| 1 | 149 | 0.1% |
| 2 | 7 | < 0.1% |
| 4 | 2 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 197184 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 131297 | |
| . | 65728 | |
| 1 | 149 | 0.1% |
| 2 | 7 | < 0.1% |
| 4 | 2 | < 0.1% |
| 3 | 1 | < 0.1% |
num_tl_90g_dpd_24m
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 18 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2093 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.081091772 |
| Minimum | 0 |
|---|---|
| Maximum | 24 |
| Zeros | 62217 |
| Zeros (%) | 91.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 24 |
| Range | 24 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4696549 |
|---|---|
| Coefficient of variation (CV) | 5.7916468 |
| Kurtosis | 343.48507 |
| Mean | 0.081091772 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 13.722055 |
| Sum | 5330 |
| Variance | 0.22057573 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 62217 | |
| 1 | 2645 | 3.9% |
| 2 | 514 | 0.8% |
| 3 | 151 | 0.2% |
| 4 | 76 | 0.1% |
| 5 | 42 | 0.1% |
| 6 | 29 | < 0.1% |
| 7 | 18 | < 0.1% |
| 8 | 10 | < 0.1% |
| 9 | 9 | < 0.1% |
| Other values (8) | 17 | < 0.1% |
| (Missing) | 2093 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 62217 | |
| 1 | 2645 | 3.9% |
| 2 | 514 | 0.8% |
| 3 | 151 | 0.2% |
| 4 | 76 | 0.1% |
| 5 | 42 | 0.1% |
| 6 | 29 | < 0.1% |
| 7 | 18 | < 0.1% |
| 8 | 10 | < 0.1% |
| 9 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 24 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 16 | 2 | < 0.1% |
| 14 | 1 | < 0.1% |
| 13 | 3 | < 0.1% |
| 12 | 4 | < 0.1% |
| 11 | 2 | < 0.1% |
| 10 | 3 | < 0.1% |
| 9 | 9 | |
| 8 | 10 |
num_tl_op_past_12m
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 20 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2093 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0813961 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 12386 |
| Zeros (%) | 18.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.8246854 |
|---|---|
| Coefficient of variation (CV) | 0.87666421 |
| Kurtosis | 3.6698213 |
| Mean | 2.0813961 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.4219169 |
| Sum | 136806 |
| Variance | 3.3294769 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 16715 | |
| 2 | 14709 | |
| 0 | 12386 | |
| 3 | 10009 | |
| 4 | 5799 | 8.6% |
| 5 | 2920 | 4.3% |
| 6 | 1478 | 2.2% |
| 7 | 821 | 1.2% |
| 8 | 414 | 0.6% |
| 9 | 204 | 0.3% |
| Other values (10) | 273 | 0.4% |
| (Missing) | 2093 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 12386 | |
| 1 | 16715 | |
| 2 | 14709 | |
| 3 | 10009 | |
| 4 | 5799 | 8.6% |
| 5 | 2920 | 4.3% |
| 6 | 1478 | 2.2% |
| 7 | 821 | 1.2% |
| 8 | 414 | 0.6% |
| 9 | 204 | 0.3% |
| Value | Count | Frequency (%) |
| 20 | 1 | < 0.1% |
| 18 | 3 | < 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 4 | < 0.1% |
| 15 | 7 | < 0.1% |
| 14 | 13 | < 0.1% |
| 13 | 19 | < 0.1% |
| 12 | 42 | 0.1% |
| 11 | 64 | |
| 10 | 119 |
pct_tl_nvr_dlq
Real number (ℝ)
High correlation  Missing 
| Distinct | 424 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 2097 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 94.154723 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 75 |
| Q1 | 91.3 |
| median | 100 |
| Q3 | 100 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 8.7 |
Descriptive statistics
| Standard deviation | 8.9314181 |
|---|---|
| Coefficient of variation (CV) | 0.09485895 |
| Kurtosis | 6.8077928 |
| Mean | 94.154723 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.2622093 |
| Sum | 6188225 |
| Variance | 79.770229 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 33162 | |
| 90 | 915 | 1.3% |
| 95 | 806 | 1.2% |
| 90.9 | 710 | 1.0% |
| 88.9 | 705 | 1.0% |
| 96 | 695 | 1.0% |
| 92.9 | 692 | 1.0% |
| 87.5 | 682 | 1.0% |
| 91.7 | 682 | 1.0% |
| 92.3 | 679 | 1.0% |
| Other values (414) | 25996 | |
| (Missing) | 2097 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 13.3 | 1 | |
| 18 | 1 | |
| 18.2 | 1 | |
| 19 | 1 | |
| 19.2 | 1 | |
| 22.2 | 2 | |
| 23.1 | 2 | |
| 23.8 | 1 | |
| 25 | 2 |
| Value | Count | Frequency (%) |
| 100 | 33162 | |
| 99.4 | 1 | < 0.1% |
| 99.2 | 1 | < 0.1% |
| 99 | 3 | < 0.1% |
| 98.9 | 4 | < 0.1% |
| 98.8 | 1 | < 0.1% |
| 98.7 | 7 | < 0.1% |
| 98.6 | 16 | < 0.1% |
| 98.5 | 24 | < 0.1% |
| 98.4 | 39 | 0.1% |
percent_bc_gt_75
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 142 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 2214 |
| Missing (%) | 3.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.515292 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 17924 |
| Zeros (%) | 26.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 37.5 |
| Q3 | 71.4 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 71.4 |
Descriptive statistics
| Standard deviation | 36.233203 |
|---|---|
| Coefficient of variation (CV) | 0.85223931 |
| Kurtosis | -1.2575788 |
| Mean | 42.515292 |
| Median Absolute Deviation (MAD) | 37.5 |
| Skewness | 0.30743544 |
| Sum | 2789300.8 |
| Variance | 1312.845 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 17924 | |
| 100 | 11260 | |
| 50 | 6876 | 10.1% |
| 33.3 | 4487 | 6.6% |
| 66.7 | 4107 | 6.1% |
| 25 | 2995 | 4.4% |
| 75 | 2280 | 3.4% |
| 20 | 1966 | 2.9% |
| 40 | 1690 | 2.5% |
| 60 | 1401 | 2.1% |
| Other values (132) | 10621 | |
| (Missing) | 2214 | 3.3% |
| Value | Count | Frequency (%) |
| 0 | 17924 | |
| 0.25 | 1 | < 0.1% |
| 0.33 | 1 | < 0.1% |
| 0.5 | 2 | < 0.1% |
| 0.67 | 2 | < 0.1% |
| 0.75 | 1 | < 0.1% |
| 1 | 7 | < 0.1% |
| 3.6 | 1 | < 0.1% |
| 4.2 | 1 | < 0.1% |
| 4.3 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 100 | 11260 | |
| 94.1 | 1 | < 0.1% |
| 93.8 | 1 | < 0.1% |
| 93.3 | 2 | < 0.1% |
| 92.9 | 3 | < 0.1% |
| 92.3 | 4 | < 0.1% |
| 91.7 | 14 | < 0.1% |
| 90.9 | 22 | < 0.1% |
| 90 | 49 | 0.1% |
| 88.9 | 84 | 0.1% |
pub_rec_bankruptcies
Real number (ℝ)
High correlation  Zeros 
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 38 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.12787867 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 59640 |
| Zeros (%) | 87.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.36538965 |
|---|---|
| Coefficient of variation (CV) | 2.8573151 |
| Kurtosis | 19.752638 |
| Mean | 0.12787867 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.4720923 |
| Sum | 8668 |
| Variance | 0.1335096 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 59640 | |
| 1 | 7762 | 11.4% |
| 2 | 289 | 0.4% |
| 3 | 59 | 0.1% |
| 4 | 18 | < 0.1% |
| 5 | 12 | < 0.1% |
| 6 | 2 | < 0.1% |
| 7 | 1 | < 0.1% |
| (Missing) | 38 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 59640 | |
| 1 | 7762 | 11.4% |
| 2 | 289 | 0.4% |
| 3 | 59 | 0.1% |
| 4 | 18 | < 0.1% |
| 5 | 12 | < 0.1% |
| 6 | 2 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 6 | 2 | < 0.1% |
| 5 | 12 | < 0.1% |
| 4 | 18 | < 0.1% |
| 3 | 59 | 0.1% |
| 2 | 289 | 0.4% |
| 1 | 7762 | 11.4% |
| 0 | 59640 |
tax_liens
Real number (ℝ)
Zeros 
| Distinct | 15 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 4 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.046846661 |
| Minimum | 0 |
|---|---|
| Maximum | 23 |
| Zeros | 65845 |
| Zeros (%) | 97.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.36222984 |
|---|---|
| Coefficient of variation (CV) | 7.7322445 |
| Kurtosis | 595.67433 |
| Mean | 0.046846661 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 17.61587 |
| Sum | 3177 |
| Variance | 0.13121045 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 65845 | |
| 1 | 1361 | 2.0% |
| 2 | 357 | 0.5% |
| 3 | 124 | 0.2% |
| 4 | 63 | 0.1% |
| 5 | 25 | < 0.1% |
| 6 | 17 | < 0.1% |
| 7 | 6 | < 0.1% |
| 9 | 5 | < 0.1% |
| 10 | 5 | < 0.1% |
| Other values (5) | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 65845 | |
| 1 | 1361 | 2.0% |
| 2 | 357 | 0.5% |
| 3 | 124 | 0.2% |
| 4 | 63 | 0.1% |
| 5 | 25 | < 0.1% |
| 6 | 17 | < 0.1% |
| 7 | 6 | < 0.1% |
| 8 | 4 | < 0.1% |
| 9 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 23 | 1 | < 0.1% |
| 18 | 2 | < 0.1% |
| 12 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 10 | 5 | < 0.1% |
| 9 | 5 | < 0.1% |
| 8 | 4 | < 0.1% |
| 7 | 6 | < 0.1% |
| 6 | 17 | |
| 5 | 25 |
tot_hi_cred_lim
Real number (ℝ)
High correlation  Missing 
| Distinct | 53962 |
|---|---|
| Distinct (%) | 82.1% |
| Missing | 2093 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 179106.34 |
| Minimum | 0 |
|---|---|
| Maximum | 9999999 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 18602.35 |
| Q1 | 50775 |
| median | 116076 |
| Q3 | 257372.25 |
| 95-th percentile | 514240.1 |
| Maximum | 9999999 |
| Range | 9999999 |
| Interquartile range (IQR) | 206597.25 |
Descriptive statistics
| Standard deviation | 188063.42 |
|---|---|
| Coefficient of variation (CV) | 1.0500098 |
| Kurtosis | 244.42181 |
| Mean | 179106.34 |
| Median Absolute Deviation (MAD) | 80373.5 |
| Skewness | 6.7596843 |
| Sum | 1.1772301 × 1010 |
| Variance | 3.5367848 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 16500 | 28 | < 0.1% |
| 19300 | 28 | < 0.1% |
| 15500 | 27 | < 0.1% |
| 10700 | 26 | < 0.1% |
| 15000 | 26 | < 0.1% |
| 14800 | 26 | < 0.1% |
| 9000 | 26 | < 0.1% |
| 17500 | 25 | < 0.1% |
| 12600 | 25 | < 0.1% |
| 19000 | 25 | < 0.1% |
| Other values (53952) | 65466 | |
| (Missing) | 2093 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 300 | 3 | < 0.1% |
| 400 | 1 | < 0.1% |
| 500 | 9 | |
| 800 | 2 | < 0.1% |
| 900 | 1 | < 0.1% |
| 1000 | 5 | |
| 1100 | 1 | < 0.1% |
| 1200 | 1 | < 0.1% |
| 1300 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 9999999 | 2 | |
| 4562297 | 1 | |
| 4460960 | 1 | |
| 2695475 | 1 | |
| 2676157 | 1 | |
| 2646039 | 1 | |
| 2575022 | 1 | |
| 2574225 | 1 | |
| 2548791 | 1 | |
| 2532616 | 1 |
total_bal_ex_mort
Real number (ℝ)
High correlation  Missing 
| Distinct | 49187 |
|---|---|
| Distinct (%) | 74.1% |
| Missing | 1485 |
| Missing (%) | 2.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51304.858 |
| Minimum | 0 |
|---|---|
| Maximum | 1164872 |
| Zeros | 54 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6679 |
| Q1 | 21002.75 |
| median | 38086.5 |
| Q3 | 64980 |
| 95-th percentile | 139827 |
| Maximum | 1164872 |
| Range | 1164872 |
| Interquartile range (IQR) | 43977.25 |
Descriptive statistics
| Standard deviation | 49698.496 |
|---|---|
| Coefficient of variation (CV) | 0.96868986 |
| Kurtosis | 28.489313 |
| Mean | 51304.858 |
| Median Absolute Deviation (MAD) | 20139 |
| Skewness | 3.6021457 |
| Sum | 3.4033591 × 109 |
| Variance | 2.4699405 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 54 | 0.1% |
| 26452 | 8 | < 0.1% |
| 12325 | 7 | < 0.1% |
| 23210 | 7 | < 0.1% |
| 7455 | 7 | < 0.1% |
| 39425 | 6 | < 0.1% |
| 16599 | 6 | < 0.1% |
| 7704 | 6 | < 0.1% |
| 34760 | 6 | < 0.1% |
| 30087 | 6 | < 0.1% |
| Other values (49177) | 66223 | |
| (Missing) | 1485 | 2.2% |
| Value | Count | Frequency (%) |
| 0 | 54 | |
| 4 | 3 | < 0.1% |
| 5 | 3 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 3 | < 0.1% |
| 17 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 27 | 2 | < 0.1% |
| 38 | 3 | < 0.1% |
| 39 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1164872 | 1 | |
| 1072366 | 1 | |
| 930478 | 1 | |
| 927734 | 1 | |
| 845977 | 1 | |
| 815010 | 1 | |
| 777866 | 1 | |
| 767381 | 1 | |
| 720812 | 1 | |
| 710000 | 1 |
total_bc_limit
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 2461 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 1485 |
| Missing (%) | 2.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23180.708 |
| Minimum | 0 |
|---|---|
| Maximum | 616000 |
| Zeros | 729 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2300 |
| Q1 | 8200 |
| median | 16300 |
| Q3 | 30200 |
| 95-th percentile | 67100 |
| Maximum | 616000 |
| Range | 616000 |
| Interquartile range (IQR) | 22000 |
Descriptive statistics
| Standard deviation | 23219.685 |
|---|---|
| Coefficient of variation (CV) | 1.0016815 |
| Kurtosis | 24.460855 |
| Mean | 23180.708 |
| Median Absolute Deviation (MAD) | 9600 |
| Skewness | 3.1407279 |
| Sum | 1.5377154 × 109 |
| Variance | 5.3915379 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 729 | 1.1% |
| 5000 | 512 | 0.8% |
| 6000 | 472 | 0.7% |
| 8000 | 441 | 0.7% |
| 4000 | 435 | 0.6% |
| 10000 | 431 | 0.6% |
| 3000 | 426 | 0.6% |
| 9000 | 418 | 0.6% |
| 6500 | 415 | 0.6% |
| 7500 | 407 | 0.6% |
| Other values (2451) | 61650 | |
| (Missing) | 1485 | 2.2% |
| Value | Count | Frequency (%) |
| 0 | 729 | |
| 200 | 10 | < 0.1% |
| 300 | 72 | 0.1% |
| 400 | 18 | < 0.1% |
| 500 | 217 | 0.3% |
| 600 | 45 | 0.1% |
| 700 | 50 | 0.1% |
| 800 | 149 | 0.2% |
| 900 | 33 | < 0.1% |
| 950 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 616000 | 1 | |
| 471400 | 1 | |
| 470900 | 1 | |
| 372800 | 1 | |
| 368500 | 1 | |
| 364000 | 1 | |
| 339900 | 1 | |
| 333900 | 1 | |
| 329200 | 1 | |
| 319800 | 1 |
total_il_high_credit_limit
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 40887 |
|---|---|
| Distinct (%) | 62.2% |
| Missing | 2093 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44009.529 |
| Minimum | 0 |
|---|---|
| Maximum | 976075 |
| Zeros | 7816 |
| Zeros (%) | 11.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 15000 |
| median | 32896 |
| Q3 | 59382.25 |
| 95-th percentile | 125271.95 |
| Maximum | 976075 |
| Range | 976075 |
| Interquartile range (IQR) | 44382.25 |
Descriptive statistics
| Standard deviation | 45033.543 |
|---|---|
| Coefficient of variation (CV) | 1.023268 |
| Kurtosis | 17.141804 |
| Mean | 44009.529 |
| Median Absolute Deviation (MAD) | 20896 |
| Skewness | 2.8154222 |
| Sum | 2.8926583 × 109 |
| Variance | 2.02802 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 7816 | 11.5% |
| 10000 | 418 | 0.6% |
| 15000 | 326 | 0.5% |
| 20000 | 239 | 0.4% |
| 5000 | 228 | 0.3% |
| 25000 | 191 | 0.3% |
| 12000 | 187 | 0.3% |
| 6000 | 169 | 0.2% |
| 8000 | 140 | 0.2% |
| 18000 | 114 | 0.2% |
| Other values (40877) | 55900 | |
| (Missing) | 2093 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 7816 | |
| 300 | 1 | < 0.1% |
| 336 | 1 | < 0.1% |
| 449 | 1 | < 0.1% |
| 450 | 1 | < 0.1% |
| 451 | 1 | < 0.1% |
| 494 | 1 | < 0.1% |
| 500 | 10 | < 0.1% |
| 520 | 1 | < 0.1% |
| 550 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 976075 | 1 | |
| 818478 | 1 | |
| 637503 | 1 | |
| 602777 | 1 | |
| 601737 | 1 | |
| 597620 | 1 | |
| 589824 | 1 | |
| 557098 | 1 | |
| 551499 | 1 | |
| 550598 | 1 |
revol_bal_joint
Real number (ℝ)
High correlation  Missing 
| Distinct | 3161 |
|---|---|
| Distinct (%) | 97.3% |
| Missing | 64572 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32957.47 |
| Minimum | 0 |
|---|---|
| Maximum | 326249 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5138.4 |
| Q1 | 14690 |
| median | 25717 |
| Q3 | 43471 |
| 95-th percentile | 84003.4 |
| Maximum | 326249 |
| Range | 326249 |
| Interquartile range (IQR) | 28781 |
Descriptive statistics
| Standard deviation | 27381.251 |
|---|---|
| Coefficient of variation (CV) | 0.8308056 |
| Kurtosis | 9.766907 |
| Mean | 32957.47 |
| Median Absolute Deviation (MAD) | 13015 |
| Skewness | 2.3104107 |
| Sum | 1.0707882 × 108 |
| Variance | 7.497329 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4 | < 0.1% |
| 38073 | 3 | < 0.1% |
| 23871 | 3 | < 0.1% |
| 7595 | 2 | < 0.1% |
| 16037 | 2 | < 0.1% |
| 16978 | 2 | < 0.1% |
| 26994 | 2 | < 0.1% |
| 29588 | 2 | < 0.1% |
| 45996 | 2 | < 0.1% |
| 22172 | 2 | < 0.1% |
| Other values (3151) | 3225 | 4.8% |
| (Missing) | 64572 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 12 | 1 | < 0.1% |
| 42 | 1 | < 0.1% |
| 139 | 1 | < 0.1% |
| 206 | 1 | < 0.1% |
| 297 | 1 | < 0.1% |
| 311 | 1 | < 0.1% |
| 331 | 1 | < 0.1% |
| 350 | 1 | < 0.1% |
| 408 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 326249 | 1 | |
| 234894 | 1 | |
| 204796 | 1 | |
| 200504 | 1 | |
| 190137 | 1 | |
| 189004 | 1 | |
| 187688 | 1 | |
| 187186 | 1 | |
| 180108 | 1 | |
| 178871 | 1 |
sec_app_fico_range_low
Real number (ℝ)
High correlation  Missing 
| Distinct | 57 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 64572 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 670.54171 |
| Minimum | 540 |
|---|---|
| Maximum | 820 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 540 |
|---|---|
| 5-th percentile | 590 |
| Q1 | 645 |
| median | 670 |
| Q3 | 700 |
| 95-th percentile | 745 |
| Maximum | 820 |
| Range | 280 |
| Interquartile range (IQR) | 55 |
Descriptive statistics
| Standard deviation | 45.445241 |
|---|---|
| Coefficient of variation (CV) | 0.067773921 |
| Kurtosis | 0.49359377 |
| Mean | 670.54171 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 0.035579844 |
| Sum | 2178590 |
| Variance | 2065.2699 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 660 | 181 | 0.3% |
| 670 | 169 | 0.2% |
| 665 | 167 | 0.2% |
| 675 | 163 | 0.2% |
| 655 | 159 | 0.2% |
| 685 | 148 | 0.2% |
| 680 | 148 | 0.2% |
| 695 | 136 | 0.2% |
| 650 | 130 | 0.2% |
| 645 | 129 | 0.2% |
| Other values (47) | 1719 | 2.5% |
| (Missing) | 64572 |
| Value | Count | Frequency (%) |
| 540 | 8 | < 0.1% |
| 545 | 5 | < 0.1% |
| 550 | 10 | |
| 555 | 12 | |
| 560 | 12 | |
| 565 | 16 | |
| 570 | 14 | |
| 575 | 14 | |
| 580 | 22 | |
| 585 | 24 |
| Value | Count | Frequency (%) |
| 820 | 2 | < 0.1% |
| 815 | 4 | < 0.1% |
| 810 | 2 | < 0.1% |
| 805 | 4 | < 0.1% |
| 800 | 6 | |
| 795 | 10 | |
| 790 | 12 | |
| 785 | 6 | |
| 780 | 12 | |
| 775 | 10 |
sec_app_fico_range_high
Real number (ℝ)
High correlation  Missing 
| Distinct | 57 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 64572 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 674.54171 |
| Minimum | 544 |
|---|---|
| Maximum | 824 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 544 |
|---|---|
| 5-th percentile | 594 |
| Q1 | 649 |
| median | 674 |
| Q3 | 704 |
| 95-th percentile | 749 |
| Maximum | 824 |
| Range | 280 |
| Interquartile range (IQR) | 55 |
Descriptive statistics
| Standard deviation | 45.445241 |
|---|---|
| Coefficient of variation (CV) | 0.067372025 |
| Kurtosis | 0.49359377 |
| Mean | 674.54171 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 0.035579844 |
| Sum | 2191586 |
| Variance | 2065.2699 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 664 | 181 | 0.3% |
| 674 | 169 | 0.2% |
| 669 | 167 | 0.2% |
| 679 | 163 | 0.2% |
| 659 | 159 | 0.2% |
| 689 | 148 | 0.2% |
| 684 | 148 | 0.2% |
| 699 | 136 | 0.2% |
| 654 | 130 | 0.2% |
| 649 | 129 | 0.2% |
| Other values (47) | 1719 | 2.5% |
| (Missing) | 64572 |
| Value | Count | Frequency (%) |
| 544 | 8 | < 0.1% |
| 549 | 5 | < 0.1% |
| 554 | 10 | |
| 559 | 12 | |
| 564 | 12 | |
| 569 | 16 | |
| 574 | 14 | |
| 579 | 14 | |
| 584 | 22 | |
| 589 | 24 |
| Value | Count | Frequency (%) |
| 824 | 2 | < 0.1% |
| 819 | 4 | < 0.1% |
| 814 | 2 | < 0.1% |
| 809 | 4 | < 0.1% |
| 804 | 6 | |
| 799 | 10 | |
| 794 | 12 | |
| 789 | 6 | |
| 784 | 12 | |
| 779 | 10 |
Missing 
| Distinct | 454 |
|---|---|
| Distinct (%) | 14.0% |
| Missing | 64572 |
| Missing (%) | 95.2% |
| Memory size | 1.0 MiB |
| Minimum | 1959-01-01 00:00:00 |
|---|---|
| Maximum | 2017-10-01 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
sec_app_inq_last_6mths
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 64572 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6303478 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 1988 |
| Zeros (%) | 2.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.0145262 |
|---|---|
| Coefficient of variation (CV) | 1.6094706 |
| Kurtosis | 5.2170576 |
| Mean | 0.6303478 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.1225421 |
| Sum | 2048 |
| Variance | 1.0292635 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1988 | 2.9% |
| 1 | 793 | 1.2% |
| 2 | 281 | 0.4% |
| 3 | 104 | 0.2% |
| 4 | 40 | 0.1% |
| 5 | 37 | 0.1% |
| 6 | 6 | < 0.1% |
| (Missing) | 64572 |
| Value | Count | Frequency (%) |
| 0 | 1988 | |
| 1 | 793 | 1.2% |
| 2 | 281 | 0.4% |
| 3 | 104 | 0.2% |
| 4 | 40 | 0.1% |
| 5 | 37 | 0.1% |
| 6 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 6 | 6 | < 0.1% |
| 5 | 37 | 0.1% |
| 4 | 40 | 0.1% |
| 3 | 104 | 0.2% |
| 2 | 281 | 0.4% |
| 1 | 793 | 1.2% |
| 0 | 1988 |
sec_app_mort_acc
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 64572 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.4801477 |
| Minimum | 0 |
|---|---|
| Maximum | 12 |
| Zeros | 1332 |
| Zeros (%) | 2.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.7285784 |
|---|---|
| Coefficient of variation (CV) | 1.1678418 |
| Kurtosis | 2.0374336 |
| Mean | 1.4801477 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.3463918 |
| Sum | 4809 |
| Variance | 2.9879832 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1332 | 2.0% |
| 1 | 622 | 0.9% |
| 2 | 522 | 0.8% |
| 3 | 341 | 0.5% |
| 4 | 202 | 0.3% |
| 5 | 140 | 0.2% |
| 6 | 52 | 0.1% |
| 7 | 23 | < 0.1% |
| 8 | 6 | < 0.1% |
| 9 | 3 | < 0.1% |
| Other values (3) | 6 | < 0.1% |
| (Missing) | 64572 |
| Value | Count | Frequency (%) |
| 0 | 1332 | |
| 1 | 622 | |
| 2 | 522 | 0.8% |
| 3 | 341 | 0.5% |
| 4 | 202 | 0.3% |
| 5 | 140 | 0.2% |
| 6 | 52 | 0.1% |
| 7 | 23 | < 0.1% |
| 8 | 6 | < 0.1% |
| 9 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 12 | 1 | < 0.1% |
| 11 | 2 | < 0.1% |
| 10 | 3 | < 0.1% |
| 9 | 3 | < 0.1% |
| 8 | 6 | < 0.1% |
| 7 | 23 | < 0.1% |
| 6 | 52 | 0.1% |
| 5 | 140 | |
| 4 | 202 | |
| 3 | 341 |
sec_app_open_acc
Real number (ℝ)
High correlation  Missing 
| Distinct | 49 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 64572 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.588181 |
| Minimum | 0 |
|---|---|
| Maximum | 53 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 7 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 24 |
| Maximum | 53 |
| Range | 53 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 6.8162681 |
|---|---|
| Coefficient of variation (CV) | 0.58820863 |
| Kurtosis | 2.5201735 |
| Mean | 11.588181 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.2176392 |
| Sum | 37650 |
| Variance | 46.461511 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 240 | 0.4% |
| 10 | 228 | 0.3% |
| 8 | 226 | 0.3% |
| 7 | 215 | 0.3% |
| 11 | 207 | 0.3% |
| 5 | 193 | 0.3% |
| 6 | 187 | 0.3% |
| 13 | 183 | 0.3% |
| 12 | 173 | 0.3% |
| 4 | 141 | 0.2% |
| Other values (39) | 1256 | 1.9% |
| (Missing) | 64572 |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 1 | 45 | 0.1% |
| 2 | 85 | 0.1% |
| 3 | 105 | |
| 4 | 141 | |
| 5 | 193 | |
| 6 | 187 | |
| 7 | 215 | |
| 8 | 226 | |
| 9 | 240 |
| Value | Count | Frequency (%) |
| 53 | 1 | < 0.1% |
| 51 | 1 | < 0.1% |
| 49 | 1 | < 0.1% |
| 48 | 1 | < 0.1% |
| 45 | 1 | < 0.1% |
| 44 | 1 | < 0.1% |
| 42 | 3 | |
| 41 | 1 | < 0.1% |
| 40 | 1 | < 0.1% |
| 39 | 4 |
sec_app_revol_util
Real number (ℝ)
High correlation  Missing 
| Distinct | 939 |
|---|---|
| Distinct (%) | 29.4% |
| Missing | 64629 |
| Missing (%) | 95.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58.016667 |
| Minimum | 0 |
|---|---|
| Maximum | 156 |
| Zeros | 34 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 12.4 |
| Q1 | 39.875 |
| median | 60.5 |
| Q3 | 77.825 |
| 95-th percentile | 96 |
| Maximum | 156 |
| Range | 156 |
| Interquartile range (IQR) | 37.95 |
Descriptive statistics
| Standard deviation | 25.412534 |
|---|---|
| Coefficient of variation (CV) | 0.43802127 |
| Kurtosis | -0.61939299 |
| Mean | 58.016667 |
| Median Absolute Deviation (MAD) | 18.8 |
| Skewness | -0.2700831 |
| Sum | 185189.2 |
| Variance | 645.79688 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 34 | 0.1% |
| 61.3 | 13 | < 0.1% |
| 73.4 | 12 | < 0.1% |
| 64.1 | 11 | < 0.1% |
| 62.6 | 11 | < 0.1% |
| 52.8 | 10 | < 0.1% |
| 69.5 | 10 | < 0.1% |
| 74.7 | 9 | < 0.1% |
| 97 | 9 | < 0.1% |
| 52.3 | 9 | < 0.1% |
| Other values (929) | 3064 | 4.5% |
| (Missing) | 64629 |
| Value | Count | Frequency (%) |
| 0 | 34 | |
| 0.3 | 3 | < 0.1% |
| 0.4 | 1 | < 0.1% |
| 0.5 | 1 | < 0.1% |
| 0.6 | 5 | < 0.1% |
| 0.8 | 1 | < 0.1% |
| 0.9 | 1 | < 0.1% |
| 1 | 3 | < 0.1% |
| 1.1 | 1 | < 0.1% |
| 1.2 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 156 | 1 | |
| 140.8 | 1 | |
| 127.2 | 1 | |
| 124.8 | 1 | |
| 110.6 | 1 | |
| 106.9 | 1 | |
| 106.8 | 1 | |
| 106.4 | 1 | |
| 105.6 | 2 | |
| 105.1 | 1 |
sec_app_open_act_il
Real number (ℝ)
High correlation  Missing 
| Distinct | 29 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 64572 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.091105 |
| Minimum | 0 |
|---|---|
| Maximum | 32 |
| Zeros | 408 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 10 |
| Maximum | 32 |
| Range | 32 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.4289513 |
|---|---|
| Coefficient of variation (CV) | 1.1092963 |
| Kurtosis | 12.16627 |
| Mean | 3.091105 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.8903987 |
| Sum | 10043 |
| Variance | 11.757707 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 725 | 1.1% |
| 2 | 715 | 1.1% |
| 3 | 496 | 0.7% |
| 0 | 408 | 0.6% |
| 4 | 288 | 0.4% |
| 5 | 171 | 0.3% |
| 6 | 103 | 0.2% |
| 7 | 75 | 0.1% |
| 8 | 53 | 0.1% |
| 9 | 45 | 0.1% |
| Other values (19) | 170 | 0.3% |
| (Missing) | 64572 |
| Value | Count | Frequency (%) |
| 0 | 408 | |
| 1 | 725 | |
| 2 | 715 | |
| 3 | 496 | |
| 4 | 288 | 0.4% |
| 5 | 171 | 0.3% |
| 6 | 103 | 0.2% |
| 7 | 75 | 0.1% |
| 8 | 53 | 0.1% |
| 9 | 45 | 0.1% |
| Value | Count | Frequency (%) |
| 32 | 1 | < 0.1% |
| 30 | 2 | < 0.1% |
| 29 | 1 | < 0.1% |
| 25 | 3 | |
| 24 | 2 | < 0.1% |
| 23 | 1 | < 0.1% |
| 22 | 4 | |
| 21 | 5 | |
| 20 | 2 | < 0.1% |
| 19 | 6 |
sec_app_num_rev_accts
Real number (ℝ)
High correlation  Missing 
| Distinct | 57 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 64572 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.611265 |
| Minimum | 0 |
|---|---|
| Maximum | 95 |
| Zeros | 19 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7 |
| median | 11 |
| Q3 | 17 |
| 95-th percentile | 28 |
| Maximum | 95 |
| Range | 95 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.2932333 |
|---|---|
| Coefficient of variation (CV) | 0.65760519 |
| Kurtosis | 5.0533407 |
| Mean | 12.611265 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.4920467 |
| Sum | 40974 |
| Variance | 68.777718 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 201 | 0.3% |
| 8 | 197 | 0.3% |
| 9 | 195 | 0.3% |
| 6 | 191 | 0.3% |
| 7 | 190 | 0.3% |
| 12 | 169 | 0.2% |
| 13 | 166 | 0.2% |
| 5 | 162 | 0.2% |
| 11 | 146 | 0.2% |
| 4 | 142 | 0.2% |
| Other values (47) | 1490 | 2.2% |
| (Missing) | 64572 |
| Value | Count | Frequency (%) |
| 0 | 19 | < 0.1% |
| 1 | 56 | 0.1% |
| 2 | 92 | |
| 3 | 117 | |
| 4 | 142 | |
| 5 | 162 | |
| 6 | 191 | |
| 7 | 190 | |
| 8 | 197 | |
| 9 | 195 |
| Value | Count | Frequency (%) |
| 95 | 1 | |
| 64 | 1 | |
| 56 | 1 | |
| 54 | 1 | |
| 53 | 1 | |
| 51 | 1 | |
| 50 | 1 | |
| 49 | 2 | |
| 48 | 1 | |
| 47 | 1 |
sec_app_chargeoff_within_12_mths
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 64572 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.040935673 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 3159 |
| Zeros (%) | 4.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3427448 |
|---|---|
| Coefficient of variation (CV) | 8.3727659 |
| Kurtosis | 431.96519 |
| Mean | 0.040935673 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 17.5057 |
| Sum | 133 |
| Variance | 0.117474 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3159 | 4.7% |
| 1 | 74 | 0.1% |
| 2 | 8 | < 0.1% |
| 3 | 2 | < 0.1% |
| 4 | 2 | < 0.1% |
| 7 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| (Missing) | 64572 |
| Value | Count | Frequency (%) |
| 0 | 3159 | |
| 1 | 74 | 0.1% |
| 2 | 8 | < 0.1% |
| 3 | 2 | < 0.1% |
| 4 | 2 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 11 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 4 | 2 | < 0.1% |
| 3 | 2 | < 0.1% |
| 2 | 8 | < 0.1% |
| 1 | 74 | 0.1% |
| 0 | 3159 |
sec_app_collections_12_mths_ex_med
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 64572 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.084025854 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 3057 |
| Zeros (%) | 4.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.40549677 |
|---|---|
| Coefficient of variation (CV) | 4.8258572 |
| Kurtosis | 74.830679 |
| Mean | 0.084025854 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.4225958 |
| Sum | 273 |
| Variance | 0.16442763 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3057 | 4.5% |
| 1 | 144 | 0.2% |
| 2 | 32 | < 0.1% |
| 3 | 7 | < 0.1% |
| 4 | 4 | < 0.1% |
| 6 | 3 | < 0.1% |
| 5 | 2 | < 0.1% |
| (Missing) | 64572 |
| Value | Count | Frequency (%) |
| 0 | 3057 | |
| 1 | 144 | 0.2% |
| 2 | 32 | < 0.1% |
| 3 | 7 | < 0.1% |
| 4 | 4 | < 0.1% |
| 5 | 2 | < 0.1% |
| 6 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 6 | 3 | < 0.1% |
| 5 | 2 | < 0.1% |
| 4 | 4 | < 0.1% |
| 3 | 7 | < 0.1% |
| 2 | 32 | < 0.1% |
| 1 | 144 | 0.2% |
| 0 | 3057 |
sec_app_mths_since_last_major_derog
Real number (ℝ)
High correlation  Missing 
| Distinct | 94 |
|---|---|
| Distinct (%) | 8.9% |
| Missing | 66766 |
| Missing (%) | 98.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.224645 |
| Minimum | 0 |
|---|---|
| Maximum | 115 |
| Zeros | 9 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 15 |
| median | 34 |
| Q3 | 55 |
| 95-th percentile | 76 |
| Maximum | 115 |
| Range | 115 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 24.1 |
|---|---|
| Coefficient of variation (CV) | 0.66529294 |
| Kurtosis | -0.79939797 |
| Mean | 36.224645 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 0.3169506 |
| Sum | 38217 |
| Variance | 580.81002 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 39 | 0.1% |
| 8 | 24 | < 0.1% |
| 2 | 23 | < 0.1% |
| 48 | 22 | < 0.1% |
| 47 | 20 | < 0.1% |
| 29 | 19 | < 0.1% |
| 17 | 19 | < 0.1% |
| 11 | 18 | < 0.1% |
| 68 | 18 | < 0.1% |
| 25 | 17 | < 0.1% |
| Other values (84) | 836 | 1.2% |
| (Missing) | 66766 |
| Value | Count | Frequency (%) |
| 0 | 9 | < 0.1% |
| 1 | 39 | |
| 2 | 23 | |
| 3 | 16 | |
| 4 | 14 | < 0.1% |
| 5 | 13 | < 0.1% |
| 6 | 12 | < 0.1% |
| 7 | 17 | |
| 8 | 24 | |
| 9 | 15 | < 0.1% |
| Value | Count | Frequency (%) |
| 115 | 1 | |
| 114 | 1 | |
| 113 | 1 | |
| 107 | 1 | |
| 103 | 1 | |
| 97 | 1 | |
| 93 | 1 | |
| 88 | 1 | |
| 85 | 1 | |
| 84 | 1 |
hardship_flag
Boolean
High correlation  Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 596.1 KiB |
| False | |
|---|---|
| True | 28 |
| Value | Count | Frequency (%) |
| False | 67793 | |
| True | 28 | < 0.1% |
hardship_type
Categorical
Constant  Missing 
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 67487 |
| Missing (%) | 99.5% |
| Memory size | 1.0 MiB |
| INTEREST ONLY-3 MONTHS DEFERRAL |
|---|
Length
| Max length | 31 |
|---|---|
| Median length | 31 |
| Mean length | 31 |
| Min length | 31 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | INTEREST ONLY-3 MONTHS DEFERRAL |
|---|---|
| 2nd row | INTEREST ONLY-3 MONTHS DEFERRAL |
| 3rd row | INTEREST ONLY-3 MONTHS DEFERRAL |
| 4th row | INTEREST ONLY-3 MONTHS DEFERRAL |
| 5th row | INTEREST ONLY-3 MONTHS DEFERRAL |
Common Values
| Value | Count | Frequency (%) |
| INTEREST ONLY-3 MONTHS DEFERRAL | 334 | 0.5% |
| (Missing) | 67487 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| interest | 334 | |
| only-3 | 334 | |
| months | 334 | |
| deferral | 334 |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 1336 | |
| T | 1002 | |
| R | 1002 | |
| 1002 | ||
| N | 1002 | |
| L | 668 | 6.5% |
| S | 668 | 6.5% |
| O | 668 | 6.5% |
| M | 334 | 3.2% |
| F | 334 | 3.2% |
| Other values (7) | 2338 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10354 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| E | 1336 | |
| T | 1002 | |
| R | 1002 | |
| 1002 | ||
| N | 1002 | |
| L | 668 | 6.5% |
| S | 668 | 6.5% |
| O | 668 | 6.5% |
| M | 334 | 3.2% |
| F | 334 | 3.2% |
| Other values (7) | 2338 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10354 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| E | 1336 | |
| T | 1002 | |
| R | 1002 | |
| 1002 | ||
| N | 1002 | |
| L | 668 | 6.5% |
| S | 668 | 6.5% |
| O | 668 | 6.5% |
| M | 334 | 3.2% |
| F | 334 | 3.2% |
| Other values (7) | 2338 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10354 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| E | 1336 | |
| T | 1002 | |
| R | 1002 | |
| 1002 | ||
| N | 1002 | |
| L | 668 | 6.5% |
| S | 668 | 6.5% |
| O | 668 | 6.5% |
| M | 334 | 3.2% |
| F | 334 | 3.2% |
| Other values (7) | 2338 |
hardship_reason
Categorical
High correlation  Missing 
| Distinct | 9 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 67487 |
| Missing (%) | 99.5% |
| Memory size | 1.0 MiB |
| NATURAL_DISASTER | |
|---|---|
| EXCESSIVE_OBLIGATIONS | |
| UNEMPLOYMENT | |
| MEDICAL | |
| INCOME_CURTAILMENT | |
| Other values (4) |
Length
| Max length | 21 |
|---|---|
| Median length | 18 |
| Mean length | 15.080838 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | EXCESSIVE_OBLIGATIONS |
|---|---|
| 2nd row | EXCESSIVE_OBLIGATIONS |
| 3rd row | EXCESSIVE_OBLIGATIONS |
| 4th row | EXCESSIVE_OBLIGATIONS |
| 5th row | NATURAL_DISASTER |
Common Values
| Value | Count | Frequency (%) |
| NATURAL_DISASTER | 98 | 0.1% |
| EXCESSIVE_OBLIGATIONS | 73 | 0.1% |
| UNEMPLOYMENT | 57 | 0.1% |
| MEDICAL | 38 | 0.1% |
| INCOME_CURTAILMENT | 33 | < 0.1% |
| REDUCED_HOURS | 17 | < 0.1% |
| DIVORCE | 7 | < 0.1% |
| FAMILY_DEATH | 6 | < 0.1% |
| DISABILITY | 5 | < 0.1% |
| (Missing) | 67487 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| natural_disaster | 98 | |
| excessive_obligations | 73 | |
| unemployment | 57 | |
| medical | 38 | 11.4% |
| income_curtailment | 33 | 9.9% |
| reduced_hours | 17 | 5.1% |
| divorce | 7 | 2.1% |
| family_death | 6 | 1.8% |
| disability | 5 | 1.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 582 | |
| A | 455 | 9.0% |
| I | 449 | 8.9% |
| S | 437 | 8.7% |
| T | 403 | 8.0% |
| N | 351 | 7.0% |
| L | 310 | 6.2% |
| R | 270 | 5.4% |
| O | 260 | 5.2% |
| _ | 227 | 4.5% |
| Other values (12) | 1293 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5037 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| E | 582 | |
| A | 455 | 9.0% |
| I | 449 | 8.9% |
| S | 437 | 8.7% |
| T | 403 | 8.0% |
| N | 351 | 7.0% |
| L | 310 | 6.2% |
| R | 270 | 5.4% |
| O | 260 | 5.2% |
| _ | 227 | 4.5% |
| Other values (12) | 1293 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5037 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| E | 582 | |
| A | 455 | 9.0% |
| I | 449 | 8.9% |
| S | 437 | 8.7% |
| T | 403 | 8.0% |
| N | 351 | 7.0% |
| L | 310 | 6.2% |
| R | 270 | 5.4% |
| O | 260 | 5.2% |
| _ | 227 | 4.5% |
| Other values (12) | 1293 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5037 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| E | 582 | |
| A | 455 | 9.0% |
| I | 449 | 8.9% |
| S | 437 | 8.7% |
| T | 403 | 8.0% |
| N | 351 | 7.0% |
| L | 310 | 6.2% |
| R | 270 | 5.4% |
| O | 260 | 5.2% |
| _ | 227 | 4.5% |
| Other values (12) | 1293 |
hardship_status
Categorical
High correlation  Missing 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 67487 |
| Missing (%) | 99.5% |
| Memory size | 1.0 MiB |
| COMPLETED | |
|---|---|
| BROKEN | |
| ACTIVE |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 8.245509 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | COMPLETED |
|---|---|
| 2nd row | BROKEN |
| 3rd row | ACTIVE |
| 4th row | COMPLETED |
| 5th row | COMPLETED |
Common Values
| Value | Count | Frequency (%) |
| COMPLETED | 250 | 0.4% |
| BROKEN | 56 | 0.1% |
| ACTIVE | 28 | < 0.1% |
| (Missing) | 67487 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| completed | 250 | |
| broken | 56 | 16.8% |
| active | 28 | 8.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 584 | |
| O | 306 | |
| C | 278 | |
| T | 278 | |
| M | 250 | |
| P | 250 | |
| L | 250 | |
| D | 250 | |
| B | 56 | 2.0% |
| R | 56 | 2.0% |
| Other values (5) | 196 | 7.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2754 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| E | 584 | |
| O | 306 | |
| C | 278 | |
| T | 278 | |
| M | 250 | |
| P | 250 | |
| L | 250 | |
| D | 250 | |
| B | 56 | 2.0% |
| R | 56 | 2.0% |
| Other values (5) | 196 | 7.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2754 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| E | 584 | |
| O | 306 | |
| C | 278 | |
| T | 278 | |
| M | 250 | |
| P | 250 | |
| L | 250 | |
| D | 250 | |
| B | 56 | 2.0% |
| R | 56 | 2.0% |
| Other values (5) | 196 | 7.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2754 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| E | 584 | |
| O | 306 | |
| C | 278 | |
| T | 278 | |
| M | 250 | |
| P | 250 | |
| L | 250 | |
| D | 250 | |
| B | 56 | 2.0% |
| R | 56 | 2.0% |
| Other values (5) | 196 | 7.1% |
deferral_term
Categorical
Constant  Missing 
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 67487 |
| Missing (%) | 99.5% |
| Memory size | 1.0 MiB |
| 3.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 3.0 |
| 4th row | 3.0 |
| 5th row | 3.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 334 | 0.5% |
| (Missing) | 67487 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 334 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 334 | |
| . | 334 | |
| 0 | 334 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1002 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 334 | |
| . | 334 | |
| 0 | 334 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1002 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 334 | |
| . | 334 | |
| 0 | 334 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1002 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 334 | |
| . | 334 | |
| 0 | 334 |
hardship_amount
Real number (ℝ)
High correlation  Missing 
| Distinct | 332 |
|---|---|
| Distinct (%) | 99.4% |
| Missing | 67487 |
| Missing (%) | 99.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 151.60117 |
| Minimum | 3.73 |
|---|---|
| Maximum | 790.68 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 3.73 |
|---|---|
| 5-th percentile | 17.894 |
| Q1 | 55.18 |
| median | 109.895 |
| Q3 | 206.4 |
| 95-th percentile | 443.5905 |
| Maximum | 790.68 |
| Range | 786.95 |
| Interquartile range (IQR) | 151.22 |
Descriptive statistics
| Standard deviation | 130.28543 |
|---|---|
| Coefficient of variation (CV) | 0.85939595 |
| Kurtosis | 2.6398482 |
| Mean | 151.60117 |
| Median Absolute Deviation (MAD) | 63.95 |
| Skewness | 1.5405323 |
| Sum | 50634.79 |
| Variance | 16974.293 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 80.78 | 2 | < 0.1% |
| 229.74 | 2 | < 0.1% |
| 3.73 | 1 | < 0.1% |
| 163.01 | 1 | < 0.1% |
| 49.49 | 1 | < 0.1% |
| 451.54 | 1 | < 0.1% |
| 132.02 | 1 | < 0.1% |
| 58.19 | 1 | < 0.1% |
| 74.46 | 1 | < 0.1% |
| 23.05 | 1 | < 0.1% |
| Other values (322) | 322 | 0.5% |
| (Missing) | 67487 |
| Value | Count | Frequency (%) |
| 3.73 | 1 | |
| 5.63 | 1 | |
| 9.79 | 1 | |
| 10.49 | 1 | |
| 11.57 | 1 | |
| 11.61 | 1 | |
| 11.76 | 1 | |
| 11.81 | 1 | |
| 12.29 | 1 | |
| 12.52 | 1 |
| Value | Count | Frequency (%) |
| 790.68 | 1 | |
| 633.21 | 1 | |
| 616.59 | 1 | |
| 549.68 | 1 | |
| 544.78 | 1 | |
| 505.51 | 1 | |
| 503.74 | 1 | |
| 490.71 | 1 | |
| 487.56 | 1 | |
| 487.4 | 1 |
Missing 
| Distinct | 24 |
|---|---|
| Distinct (%) | 7.2% |
| Missing | 67487 |
| Missing (%) | 99.5% |
| Memory size | 1.0 MiB |
| Minimum | 2017-04-01 00:00:00 |
|---|---|
| Maximum | 2019-03-01 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Missing 
| Distinct | 26 |
|---|---|
| Distinct (%) | 7.8% |
| Missing | 67487 |
| Missing (%) | 99.5% |
| Memory size | 1.0 MiB |
| Minimum | 2017-05-01 00:00:00 |
|---|---|
| Maximum | 2019-06-01 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Missing 
| Distinct | 25 |
|---|---|
| Distinct (%) | 7.5% |
| Missing | 67487 |
| Missing (%) | 99.5% |
| Memory size | 1.0 MiB |
| Minimum | 2017-04-01 00:00:00 |
|---|---|
| Maximum | 2019-04-01 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
hardship_length
Categorical
Constant  Missing 
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 67487 |
| Missing (%) | 99.5% |
| Memory size | 1.0 MiB |
| 3.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 3.0 |
| 4th row | 3.0 |
| 5th row | 3.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 334 | 0.5% |
| (Missing) | 67487 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 334 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 334 | |
| . | 334 | |
| 0 | 334 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1002 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 334 | |
| . | 334 | |
| 0 | 334 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1002 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 334 | |
| . | 334 | |
| 0 | 334 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1002 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 334 | |
| . | 334 | |
| 0 | 334 |
hardship_dpd
Real number (ℝ)
High correlation  Missing 
| Distinct | 31 |
|---|---|
| Distinct (%) | 9.3% |
| Missing | 67487 |
| Missing (%) | 99.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.781437 |
| Minimum | 0 |
|---|---|
| Maximum | 30 |
| Zeros | 88 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 13 |
| Q3 | 21.75 |
| 95-th percentile | 28 |
| Maximum | 30 |
| Range | 30 |
| Interquartile range (IQR) | 21.75 |
Descriptive statistics
| Standard deviation | 9.9755023 |
|---|---|
| Coefficient of variation (CV) | 0.78046797 |
| Kurtosis | -1.3759806 |
| Mean | 12.781437 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.021888388 |
| Sum | 4269 |
| Variance | 99.510645 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 88 | 0.1% |
| 13 | 15 | < 0.1% |
| 11 | 14 | < 0.1% |
| 15 | 14 | < 0.1% |
| 21 | 14 | < 0.1% |
| 28 | 13 | < 0.1% |
| 16 | 13 | < 0.1% |
| 25 | 11 | < 0.1% |
| 23 | 11 | < 0.1% |
| 24 | 11 | < 0.1% |
| Other values (21) | 130 | 0.2% |
| (Missing) | 67487 |
| Value | Count | Frequency (%) |
| 0 | 88 | |
| 1 | 2 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 4 | < 0.1% |
| 4 | 4 | < 0.1% |
| 5 | 7 | < 0.1% |
| 6 | 6 | < 0.1% |
| 7 | 8 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 30 | 2 | < 0.1% |
| 29 | 10 | |
| 28 | 13 | |
| 27 | 6 | |
| 26 | 10 | |
| 25 | 11 | |
| 24 | 11 | |
| 23 | 11 | |
| 22 | 10 | |
| 21 | 14 |
hardship_loan_status
Categorical
High correlation  Missing 
| Distinct | 4 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 67487 |
| Missing (%) | 99.5% |
| Memory size | 1.0 MiB |
| Late (16-30 days) | |
|---|---|
| Current | |
| In Grace Period | |
| Late (31-120 days) | 11 |
Length
| Max length | 18 |
|---|---|
| Median length | 17 |
| Mean length | 13.362275 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | In Grace Period |
|---|---|
| 2nd row | In Grace Period |
| 3rd row | In Grace Period |
| 4th row | Current |
| 5th row | Current |
Common Values
| Value | Count | Frequency (%) |
| Late (16-30 days) | 130 | 0.2% |
| Current | 105 | 0.2% |
| In Grace Period | 88 | 0.1% |
| Late (31-120 days) | 11 | < 0.1% |
| (Missing) | 67487 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| late | 141 | |
| days | 141 | |
| 16-30 | 130 | |
| current | 105 | |
| in | 88 | |
| grace | 88 | |
| period | 88 | |
| 31-120 | 11 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 458 | 10.3% | |
| e | 422 | 9.5% |
| r | 386 | 8.6% |
| a | 370 | 8.3% |
| t | 246 | 5.5% |
| d | 229 | 5.1% |
| n | 193 | 4.3% |
| 1 | 152 | 3.4% |
| L | 141 | 3.2% |
| ) | 141 | 3.2% |
| Other values (16) | 1725 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4463 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 458 | 10.3% | |
| e | 422 | 9.5% |
| r | 386 | 8.6% |
| a | 370 | 8.3% |
| t | 246 | 5.5% |
| d | 229 | 5.1% |
| n | 193 | 4.3% |
| 1 | 152 | 3.4% |
| L | 141 | 3.2% |
| ) | 141 | 3.2% |
| Other values (16) | 1725 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4463 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 458 | 10.3% | |
| e | 422 | 9.5% |
| r | 386 | 8.6% |
| a | 370 | 8.3% |
| t | 246 | 5.5% |
| d | 229 | 5.1% |
| n | 193 | 4.3% |
| 1 | 152 | 3.4% |
| L | 141 | 3.2% |
| ) | 141 | 3.2% |
| Other values (16) | 1725 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4463 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 458 | 10.3% | |
| e | 422 | 9.5% |
| r | 386 | 8.6% |
| a | 370 | 8.3% |
| t | 246 | 5.5% |
| d | 229 | 5.1% |
| n | 193 | 4.3% |
| 1 | 152 | 3.4% |
| L | 141 | 3.2% |
| ) | 141 | 3.2% |
| Other values (16) | 1725 |
orig_projected_additional_accrued_interest
Real number (ℝ)
High correlation  Missing 
| Distinct | 277 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 67543 |
| Missing (%) | 99.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 446.3523 |
| Minimum | 11.19 |
|---|---|
| Maximum | 2372.04 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 11.19 |
|---|---|
| 5-th percentile | 52.05 |
| Q1 | 159.7275 |
| median | 316.185 |
| Q3 | 578.475 |
| 95-th percentile | 1355.2815 |
| Maximum | 2372.04 |
| Range | 2360.85 |
| Interquartile range (IQR) | 418.7475 |
Descriptive statistics
| Standard deviation | 394.93211 |
|---|---|
| Coefficient of variation (CV) | 0.88479909 |
| Kurtosis | 2.6681953 |
| Mean | 446.3523 |
| Median Absolute Deviation (MAD) | 187.545 |
| Skewness | 1.5704594 |
| Sum | 124085.94 |
| Variance | 155971.37 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 242.34 | 2 | < 0.1% |
| 69.15 | 1 | < 0.1% |
| 148.47 | 1 | < 0.1% |
| 1354.62 | 1 | < 0.1% |
| 396.06 | 1 | < 0.1% |
| 174.57 | 1 | < 0.1% |
| 11.19 | 1 | < 0.1% |
| 403.05 | 1 | < 0.1% |
| 436.17 | 1 | < 0.1% |
| 817.74 | 1 | < 0.1% |
| Other values (267) | 267 | 0.4% |
| (Missing) | 67543 |
| Value | Count | Frequency (%) |
| 11.19 | 1 | |
| 16.89 | 1 | |
| 29.37 | 1 | |
| 31.47 | 1 | |
| 34.71 | 1 | |
| 34.83 | 1 | |
| 35.28 | 1 | |
| 35.43 | 1 | |
| 36.87 | 1 | |
| 37.56 | 1 |
| Value | Count | Frequency (%) |
| 2372.04 | 1 | |
| 1899.63 | 1 | |
| 1649.04 | 1 | |
| 1516.53 | 1 | |
| 1511.22 | 1 | |
| 1472.13 | 1 | |
| 1462.68 | 1 | |
| 1462.2 | 1 | |
| 1429.71 | 1 | |
| 1407.42 | 1 |
hardship_payoff_balance_amount
Real number (ℝ)
High correlation  Missing 
| Distinct | 334 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 67487 |
| Missing (%) | 99.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11576.675 |
| Minimum | 568.17 |
|---|---|
| Maximum | 38079.56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 568.17 |
|---|---|
| 5-th percentile | 1935.3205 |
| Q1 | 5289.6875 |
| median | 9657.01 |
| Q3 | 16618.193 |
| 95-th percentile | 26422.693 |
| Maximum | 38079.56 |
| Range | 37511.39 |
| Interquartile range (IQR) | 11328.505 |
Descriptive statistics
| Standard deviation | 7777.3639 |
|---|---|
| Coefficient of variation (CV) | 0.67181329 |
| Kurtosis | -0.02273092 |
| Mean | 11576.675 |
| Median Absolute Deviation (MAD) | 5040.9 |
| Skewness | 0.82099342 |
| Sum | 3866609.3 |
| Variance | 60487389 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2907.97 | 1 | < 0.1% |
| 7687.88 | 1 | < 0.1% |
| 6584.97 | 1 | < 0.1% |
| 20944.73 | 1 | < 0.1% |
| 16100.65 | 1 | < 0.1% |
| 9710.68 | 1 | < 0.1% |
| 7821.98 | 1 | < 0.1% |
| 568.17 | 1 | < 0.1% |
| 2669.6 | 1 | < 0.1% |
| 11712.25 | 1 | < 0.1% |
| Other values (324) | 324 | 0.5% |
| (Missing) | 67487 |
| Value | Count | Frequency (%) |
| 568.17 | 1 | |
| 683.67 | 1 | |
| 996.55 | 1 | |
| 1033.53 | 1 | |
| 1162.26 | 1 | |
| 1169.87 | 1 | |
| 1234.48 | 1 | |
| 1358.92 | 1 | |
| 1412.77 | 1 | |
| 1424.59 | 1 |
| Value | Count | Frequency (%) |
| 38079.56 | 1 | |
| 34631.14 | 1 | |
| 33348.82 | 1 | |
| 31708.61 | 1 | |
| 31670.2 | 1 | |
| 31399.44 | 1 | |
| 30682.55 | 1 | |
| 28146.83 | 1 | |
| 28058.41 | 1 | |
| 27695.36 | 1 |
hardship_last_payment_amount
Real number (ℝ)
High correlation  Missing 
| Distinct | 326 |
|---|---|
| Distinct (%) | 97.6% |
| Missing | 67487 |
| Missing (%) | 99.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 178.92257 |
| Minimum | 0.01 |
|---|---|
| Maximum | 1253.28 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 0.313 |
| Q1 | 35.1525 |
| median | 119.47 |
| Q3 | 244.1975 |
| 95-th percentile | 563.439 |
| Maximum | 1253.28 |
| Range | 1253.27 |
| Interquartile range (IQR) | 209.045 |
Descriptive statistics
| Standard deviation | 192.97364 |
|---|---|
| Coefficient of variation (CV) | 1.0785316 |
| Kurtosis | 4.3936319 |
| Mean | 178.92257 |
| Median Absolute Deviation (MAD) | 99.755 |
| Skewness | 1.8054536 |
| Sum | 59760.14 |
| Variance | 37238.827 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 172.72 | 2 | < 0.1% |
| 0.32 | 2 | < 0.1% |
| 3.94 | 2 | < 0.1% |
| 0.25 | 2 | < 0.1% |
| 28.47 | 2 | < 0.1% |
| 0.03 | 2 | < 0.1% |
| 0.3 | 2 | < 0.1% |
| 0.01 | 2 | < 0.1% |
| 162.83 | 1 | < 0.1% |
| 54.92 | 1 | < 0.1% |
| Other values (316) | 316 | 0.5% |
| (Missing) | 67487 |
| Value | Count | Frequency (%) |
| 0.01 | 2 | |
| 0.02 | 1 | |
| 0.03 | 2 | |
| 0.06 | 1 | |
| 0.07 | 1 | |
| 0.08 | 1 | |
| 0.09 | 1 | |
| 0.1 | 1 | |
| 0.21 | 1 | |
| 0.22 | 1 |
| Value | Count | Frequency (%) |
| 1253.28 | 1 | |
| 992.33 | 1 | |
| 939.74 | 1 | |
| 836.05 | 1 | |
| 781.68 | 1 | |
| 740.38 | 1 | |
| 729.31 | 1 | |
| 722.14 | 1 | |
| 693.89 | 1 | |
| 662.56 | 1 |
disbursement_method
Categorical
High correlation  Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| Cash | |
|---|---|
| DirectPay | 2325 |
Length
| Max length | 9 |
|---|---|
| Median length | 4 |
| Mean length | 4.1714071 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Cash |
|---|---|
| 2nd row | Cash |
| 3rd row | Cash |
| 4th row | Cash |
| 5th row | Cash |
Common Values
| Value | Count | Frequency (%) |
| Cash | 65496 | |
| DirectPay | 2325 | 3.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| cash | 65496 | |
| directpay | 2325 | 3.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 67821 | |
| C | 65496 | |
| s | 65496 | |
| h | 65496 | |
| D | 2325 | 0.8% |
| i | 2325 | 0.8% |
| r | 2325 | 0.8% |
| e | 2325 | 0.8% |
| c | 2325 | 0.8% |
| t | 2325 | 0.8% |
| Other values (2) | 4650 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 282909 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 67821 | |
| C | 65496 | |
| s | 65496 | |
| h | 65496 | |
| D | 2325 | 0.8% |
| i | 2325 | 0.8% |
| r | 2325 | 0.8% |
| e | 2325 | 0.8% |
| c | 2325 | 0.8% |
| t | 2325 | 0.8% |
| Other values (2) | 4650 | 1.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 282909 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 67821 | |
| C | 65496 | |
| s | 65496 | |
| h | 65496 | |
| D | 2325 | 0.8% |
| i | 2325 | 0.8% |
| r | 2325 | 0.8% |
| e | 2325 | 0.8% |
| c | 2325 | 0.8% |
| t | 2325 | 0.8% |
| Other values (2) | 4650 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 282909 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 67821 | |
| C | 65496 | |
| s | 65496 | |
| h | 65496 | |
| D | 2325 | 0.8% |
| i | 2325 | 0.8% |
| r | 2325 | 0.8% |
| e | 2325 | 0.8% |
| c | 2325 | 0.8% |
| t | 2325 | 0.8% |
| Other values (2) | 4650 | 1.6% |
debt_settlement_flag
Boolean
High correlation  Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 596.1 KiB |
| False | |
|---|---|
| True | 1008 |
| Value | Count | Frequency (%) |
| False | 66813 | |
| True | 1008 | 1.5% |
Missing 
| Distinct | 49 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 66813 |
| Missing (%) | 98.5% |
| Memory size | 1.0 MiB |
| Minimum | 2013-10-01 00:00:00 |
|---|---|
| Maximum | 2019-03-01 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
settlement_status
Categorical
High correlation  Missing 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 66813 |
| Missing (%) | 98.5% |
| Memory size | 1.0 MiB |
| ACTIVE | |
|---|---|
| COMPLETE | |
| BROKEN |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 6.8511905 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ACTIVE |
|---|---|
| 2nd row | COMPLETE |
| 3rd row | COMPLETE |
| 4th row | COMPLETE |
| 5th row | COMPLETE |
Common Values
| Value | Count | Frequency (%) |
| ACTIVE | 440 | 0.6% |
| COMPLETE | 429 | 0.6% |
| BROKEN | 139 | 0.2% |
| (Missing) | 66813 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| active | 440 | |
| complete | 429 | |
| broken | 139 | 13.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 1437 | |
| C | 869 | |
| T | 869 | |
| O | 568 | 8.2% |
| A | 440 | 6.4% |
| I | 440 | 6.4% |
| V | 440 | 6.4% |
| M | 429 | 6.2% |
| P | 429 | 6.2% |
| L | 429 | 6.2% |
| Other values (4) | 556 | 8.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6906 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| E | 1437 | |
| C | 869 | |
| T | 869 | |
| O | 568 | 8.2% |
| A | 440 | 6.4% |
| I | 440 | 6.4% |
| V | 440 | 6.4% |
| M | 429 | 6.2% |
| P | 429 | 6.2% |
| L | 429 | 6.2% |
| Other values (4) | 556 | 8.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6906 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| E | 1437 | |
| C | 869 | |
| T | 869 | |
| O | 568 | 8.2% |
| A | 440 | 6.4% |
| I | 440 | 6.4% |
| V | 440 | 6.4% |
| M | 429 | 6.2% |
| P | 429 | 6.2% |
| L | 429 | 6.2% |
| Other values (4) | 556 | 8.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6906 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| E | 1437 | |
| C | 869 | |
| T | 869 | |
| O | 568 | 8.2% |
| A | 440 | 6.4% |
| I | 440 | 6.4% |
| V | 440 | 6.4% |
| M | 429 | 6.2% |
| P | 429 | 6.2% |
| L | 429 | 6.2% |
| Other values (4) | 556 | 8.1% |
settlement_date
Date
Missing 
| Distinct | 60 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 66813 |
| Missing (%) | 98.5% |
| Memory size | 1.0 MiB |
| Minimum | 2012-05-01 00:00:00 |
|---|---|
| Maximum | 2019-03-01 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
settlement_amount
Real number (ℝ)
High correlation  Missing 
| Distinct | 969 |
|---|---|
| Distinct (%) | 96.1% |
| Missing | 66813 |
| Missing (%) | 98.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5003.1056 |
| Minimum | 221.26 |
|---|---|
| Maximum | 21676 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 221.26 |
|---|---|
| 5-th percentile | 788.528 |
| Q1 | 2148.725 |
| median | 4082.875 |
| Q3 | 6960.75 |
| 95-th percentile | 12437.65 |
| Maximum | 21676 |
| Range | 21454.74 |
| Interquartile range (IQR) | 4812.025 |
Descriptive statistics
| Standard deviation | 3668.6096 |
|---|---|
| Coefficient of variation (CV) | 0.73326648 |
| Kurtosis | 1.1434313 |
| Mean | 5003.1056 |
| Median Absolute Deviation (MAD) | 2243.625 |
| Skewness | 1.1441586 |
| Sum | 5043130.5 |
| Variance | 13458697 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7000 | 4 | < 0.1% |
| 1550 | 3 | < 0.1% |
| 8000 | 3 | < 0.1% |
| 7500 | 3 | < 0.1% |
| 4946 | 3 | < 0.1% |
| 1600 | 3 | < 0.1% |
| 5000 | 2 | < 0.1% |
| 6000 | 2 | < 0.1% |
| 4113 | 2 | < 0.1% |
| 906 | 2 | < 0.1% |
| Other values (959) | 981 | 1.4% |
| (Missing) | 66813 |
| Value | Count | Frequency (%) |
| 221.26 | 1 | |
| 234 | 1 | |
| 250 | 1 | |
| 251 | 1 | |
| 268 | 1 | |
| 280 | 1 | |
| 293 | 1 | |
| 321 | 1 | |
| 325.03 | 1 | |
| 338.96 | 1 |
| Value | Count | Frequency (%) |
| 21676 | 1 | |
| 19892.11 | 1 | |
| 18906 | 1 | |
| 18410.76 | 1 | |
| 16807 | 1 | |
| 16376.05 | 1 | |
| 16302.44 | 1 | |
| 16078.46 | 1 | |
| 15880.69 | 1 | |
| 15773 | 1 |
settlement_percentage
Real number (ℝ)
High correlation  Missing 
| Distinct | 147 |
|---|---|
| Distinct (%) | 14.6% |
| Missing | 66813 |
| Missing (%) | 98.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.720089 |
| Minimum | 0.45 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0.45 |
|---|---|
| 5-th percentile | 40 |
| Q1 | 45 |
| median | 45 |
| Q3 | 50 |
| 95-th percentile | 60.0265 |
| Maximum | 100 |
| Range | 99.55 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 7.4371838 |
|---|---|
| Coefficient of variation (CV) | 0.15585017 |
| Kurtosis | 9.2196297 |
| Mean | 47.720089 |
| Median Absolute Deviation (MAD) | 4.275 |
| Skewness | 1.4426776 |
| Sum | 48101.85 |
| Variance | 55.311703 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 45 | 350 | 0.5% |
| 50 | 162 | 0.2% |
| 40 | 65 | 0.1% |
| 45.01 | 54 | 0.1% |
| 50.01 | 33 | < 0.1% |
| 55 | 33 | < 0.1% |
| 60 | 27 | < 0.1% |
| 44.99 | 23 | < 0.1% |
| 65 | 22 | < 0.1% |
| 49.99 | 20 | < 0.1% |
| Other values (137) | 219 | 0.3% |
| (Missing) | 66813 |
| Value | Count | Frequency (%) |
| 0.45 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 22.23 | 1 | < 0.1% |
| 24.03 | 1 | < 0.1% |
| 28.5 | 1 | < 0.1% |
| 29.21 | 1 | < 0.1% |
| 29.59 | 1 | < 0.1% |
| 29.98 | 1 | < 0.1% |
| 30 | 6 | |
| 30.21 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 100 | 1 | |
| 92.44 | 1 | |
| 90 | 2 | |
| 84.07 | 1 | |
| 83.44 | 1 | |
| 81.69 | 1 | |
| 80 | 1 | |
| 74.89 | 1 | |
| 71 | 1 | |
| 70.96 | 1 |
settlement_term
Real number (ℝ)
High correlation  Missing 
| Distinct | 27 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 66813 |
| Missing (%) | 98.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.203373 |
| Minimum | 0 |
|---|---|
| Maximum | 30 |
| Zeros | 77 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 6 |
| median | 14 |
| Q3 | 18 |
| 95-th percentile | 24 |
| Maximum | 30 |
| Range | 30 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.0986537 |
|---|---|
| Coefficient of variation (CV) | 0.61337763 |
| Kurtosis | -1.1677485 |
| Mean | 13.203373 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.23045822 |
| Sum | 13309 |
| Variance | 65.588191 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 18 | 211 | 0.3% |
| 24 | 194 | 0.3% |
| 12 | 132 | 0.2% |
| 1 | 89 | 0.1% |
| 0 | 77 | 0.1% |
| 6 | 71 | 0.1% |
| 16 | 45 | 0.1% |
| 8 | 34 | 0.1% |
| 10 | 30 | < 0.1% |
| 14 | 25 | < 0.1% |
| Other values (17) | 100 | 0.1% |
| (Missing) | 66813 |
| Value | Count | Frequency (%) |
| 0 | 77 | |
| 1 | 89 | |
| 2 | 7 | < 0.1% |
| 3 | 12 | < 0.1% |
| 4 | 18 | < 0.1% |
| 5 | 6 | < 0.1% |
| 6 | 71 | |
| 7 | 4 | < 0.1% |
| 8 | 34 | 0.1% |
| 9 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 30 | 1 | < 0.1% |
| 28 | 1 | < 0.1% |
| 24 | 194 | |
| 23 | 6 | < 0.1% |
| 22 | 5 | < 0.1% |
| 21 | 1 | < 0.1% |
| 20 | 10 | < 0.1% |
| 19 | 2 | < 0.1% |
| 18 | 211 | |
| 17 | 3 | < 0.1% |
default_flag
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 59081 | |
| 1 | 8740 | 12.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 59081 | |
| 1 | 8740 | 12.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 59081 | |
| 1 | 8740 | 12.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 67821 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 59081 | |
| 1 | 8740 | 12.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 67821 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 59081 | |
| 1 | 8740 | 12.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 67821 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 59081 | |
| 1 | 8740 | 12.9% |
Correlations
| acc_now_delinq | acc_open_past_24mths | addr_state | all_util | annual_inc | annual_inc_joint | application_type | avg_cur_bal | bc_open_to_buy | bc_util | chargeoff_within_12_mths | collection_recovery_fee | collections_12_mths_ex_med | debt_settlement_flag | default_flag | delinq_2yrs | delinq_amnt | disbursement_method | dti | dti_joint | emp_length | fico_range_high | fico_range_low | funded_amnt | funded_amnt_inv | grade | hardship_amount | hardship_dpd | hardship_flag | hardship_last_payment_amount | hardship_loan_status | hardship_payoff_balance_amount | hardship_reason | hardship_status | home_ownership | id | il_util | initial_list_status | inq_fi | inq_last_12m | inq_last_6mths | installment | int_rate | last_fico_range_high | last_fico_range_low | last_pymnt_amnt | loan_amnt | loan_status | max_bal_bc | mo_sin_old_il_acct | mo_sin_old_rev_tl_op | mo_sin_rcnt_rev_tl_op | mo_sin_rcnt_tl | mort_acc | mths_since_last_delinq | mths_since_last_major_derog | mths_since_last_record | mths_since_rcnt_il | mths_since_recent_bc | mths_since_recent_bc_dlq | mths_since_recent_inq | mths_since_recent_revol_delinq | num_accts_ever_120_pd | num_actv_bc_tl | num_actv_rev_tl | num_bc_sats | num_bc_tl | num_il_tl | num_op_rev_tl | num_rev_accts | num_rev_tl_bal_gt_0 | num_sats | num_tl_120dpd_2m | num_tl_30dpd | num_tl_90g_dpd_24m | num_tl_op_past_12m | open_acc | open_acc_6m | open_act_il | open_il_12m | open_il_24m | open_rv_12m | open_rv_24m | orig_projected_additional_accrued_interest | out_prncp | out_prncp_inv | pct_tl_nvr_dlq | percent_bc_gt_75 | pub_rec | pub_rec_bankruptcies | purpose | pymnt_plan | recoveries | revol_bal | revol_bal_joint | revol_util | sec_app_chargeoff_within_12_mths | sec_app_collections_12_mths_ex_med | sec_app_fico_range_high | sec_app_fico_range_low | sec_app_inq_last_6mths | sec_app_mort_acc | sec_app_mths_since_last_major_derog | sec_app_num_rev_accts | sec_app_open_acc | sec_app_open_act_il | sec_app_revol_util | settlement_amount | settlement_percentage | settlement_status | settlement_term | sub_grade | tax_liens | term | tot_coll_amt | tot_cur_bal | tot_hi_cred_lim | total_acc | total_bal_ex_mort | total_bal_il | total_bc_limit | total_cu_tl | total_il_high_credit_limit | total_pymnt | total_pymnt_inv | total_rec_int | total_rec_late_fee | total_rec_prncp | total_rev_hi_lim | verification_status | verification_status_joint | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| acc_now_delinq | 1.000 | -0.005 | 0.000 | -0.018 | 0.016 | -0.003 | 0.007 | 0.018 | 0.006 | -0.018 | 0.048 | 0.009 | 0.010 | 0.000 | 0.000 | 0.128 | 0.759 | 0.007 | 0.009 | 0.023 | 0.004 | -0.043 | -0.043 | 0.001 | 0.001 | 0.011 | NaN | NaN | 0.000 | NaN | 1.000 | NaN | 1.000 | 1.000 | 0.005 | -0.020 | -0.017 | 0.012 | -0.003 | 0.006 | -0.003 | 0.001 | 0.023 | -0.015 | -0.015 | -0.000 | 0.001 | 0.000 | -0.004 | 0.016 | 0.031 | 0.000 | 0.001 | 0.027 | -0.144 | -0.099 | -0.008 | 0.007 | 0.008 | -0.103 | 0.002 | -0.129 | 0.029 | -0.009 | 0.003 | -0.008 | 0.015 | 0.014 | 0.011 | 0.024 | 0.002 | 0.007 | 0.348 | 0.893 | 0.088 | -0.003 | 0.017 | -0.005 | 0.014 | -0.007 | -0.006 | -0.005 | -0.004 | NaN | -0.019 | -0.019 | -0.059 | -0.014 | -0.004 | -0.010 | 0.000 | 0.000 | 0.008 | -0.004 | -0.002 | -0.017 | -0.005 | -0.008 | -0.005 | -0.005 | 0.011 | 0.028 | 0.029 | 0.012 | -0.005 | -0.022 | -0.045 | 0.011 | 0.087 | 0.028 | -0.040 | 0.018 | 0.003 | 0.004 | -0.001 | 0.021 | 0.024 | 0.028 | 0.012 | 0.008 | -0.001 | 0.006 | 0.017 | 0.017 | 0.017 | 0.020 | 0.011 | 0.014 | 0.005 | 0.012 | 0.000 |
| acc_open_past_24mths | -0.005 | 1.000 | 0.018 | -0.028 | 0.117 | 0.107 | 0.034 | -0.005 | 0.142 | -0.178 | 0.003 | 0.081 | 0.019 | 0.029 | 0.089 | -0.047 | -0.005 | 0.011 | 0.151 | 0.124 | 0.008 | -0.107 | -0.107 | -0.005 | -0.005 | 0.068 | 0.128 | -0.069 | 0.000 | 0.057 | 0.000 | 0.037 | 0.076 | 0.000 | 0.035 | 0.002 | 0.250 | 0.011 | 0.319 | 0.431 | 0.277 | 0.010 | 0.166 | -0.150 | -0.150 | 0.062 | -0.005 | 0.042 | -0.098 | 0.005 | -0.056 | -0.520 | -0.530 | 0.094 | 0.123 | 0.133 | -0.098 | -0.442 | -0.477 | 0.163 | -0.195 | 0.125 | 0.078 | 0.202 | 0.313 | 0.274 | 0.264 | 0.273 | 0.420 | 0.356 | 0.309 | 0.467 | 0.000 | 0.000 | -0.035 | 0.745 | 0.468 | 0.532 | 0.256 | 0.426 | 0.574 | 0.607 | 0.810 | 0.119 | -0.067 | -0.067 | -0.004 | -0.148 | 0.121 | 0.113 | 0.020 | 0.000 | 0.080 | -0.003 | 0.059 | -0.223 | 0.006 | 0.017 | -0.048 | -0.048 | 0.127 | 0.080 | 0.072 | 0.117 | 0.142 | 0.076 | -0.155 | 0.036 | 0.006 | 0.044 | 0.042 | 0.059 | 0.027 | 0.018 | 0.076 | 0.166 | 0.176 | 0.404 | 0.220 | 0.288 | 0.052 | 0.155 | 0.240 | 0.003 | 0.003 | 0.011 | 0.017 | -0.014 | 0.143 | 0.069 | 0.024 |
| addr_state | 0.000 | 0.018 | 1.000 | 0.012 | 0.025 | 0.070 | 0.050 | 0.034 | 0.032 | 0.024 | 0.000 | 0.000 | 0.017 | 0.040 | 0.039 | 0.000 | 0.000 | 0.027 | 0.024 | 0.047 | 0.019 | 0.011 | 0.011 | 0.023 | 0.022 | 0.017 | 0.049 | 0.220 | 0.019 | 0.311 | 0.271 | 0.075 | 0.243 | 0.000 | 0.110 | 1.000 | 0.014 | 0.037 | 0.047 | 0.040 | 0.026 | 0.021 | 0.011 | 0.022 | 0.023 | 0.013 | 0.023 | 0.025 | 0.000 | 0.038 | 0.017 | 0.014 | 0.000 | 0.032 | 0.000 | 0.020 | 0.053 | 0.000 | 0.000 | 0.010 | 0.031 | 0.000 | 0.000 | 0.028 | 0.021 | 0.024 | 0.025 | 0.040 | 0.027 | 0.021 | 0.021 | 0.025 | 0.019 | 0.000 | 0.000 | 0.013 | 0.025 | 0.005 | 0.016 | 0.020 | 0.032 | 0.013 | 0.014 | 0.000 | 0.017 | 0.017 | 0.013 | 0.024 | 0.020 | 0.043 | 0.021 | 0.022 | 0.000 | 0.023 | 0.000 | 0.017 | 0.000 | 0.056 | 0.038 | 0.038 | 0.000 | 0.043 | 0.000 | 0.064 | 0.081 | 0.063 | 0.043 | 0.000 | 0.092 | 0.123 | 0.088 | 0.010 | 0.014 | 0.050 | 0.000 | 0.055 | 0.032 | 0.031 | 0.024 | 0.017 | 0.021 | 0.055 | 0.020 | 0.017 | 0.017 | 0.013 | 0.001 | 0.016 | 0.026 | 0.018 | 0.000 |
| all_util | -0.018 | -0.028 | 0.012 | 1.000 | 0.057 | 0.025 | 0.030 | 0.234 | -0.532 | 0.606 | 0.003 | 0.070 | -0.018 | 0.021 | 0.068 | 0.012 | -0.016 | 0.032 | 0.203 | 0.180 | 0.026 | -0.385 | -0.385 | 0.009 | 0.009 | 0.132 | 0.076 | 0.059 | 0.000 | 0.080 | 0.000 | -0.015 | 0.160 | 0.156 | 0.038 | -0.120 | 0.554 | 0.049 | 0.080 | 0.026 | -0.040 | 0.034 | 0.319 | -0.254 | -0.254 | 0.020 | 0.009 | 0.030 | 0.157 | 0.060 | -0.062 | 0.145 | 0.040 | 0.008 | 0.020 | -0.006 | -0.047 | -0.193 | 0.160 | 0.034 | 0.032 | 0.046 | 0.065 | -0.035 | -0.015 | -0.214 | -0.216 | 0.234 | -0.246 | -0.223 | -0.010 | -0.040 | 0.000 | 0.000 | 0.014 | -0.025 | -0.039 | -0.037 | 0.308 | 0.195 | 0.218 | -0.155 | -0.171 | 0.083 | -0.047 | -0.047 | -0.074 | 0.512 | -0.011 | -0.021 | 0.045 | 0.000 | 0.070 | 0.187 | 0.114 | 0.672 | -0.018 | -0.019 | -0.159 | -0.159 | -0.018 | 0.067 | 0.051 | -0.062 | 0.019 | 0.104 | 0.355 | 0.104 | -0.031 | 0.093 | 0.051 | 0.113 | 0.009 | 0.068 | -0.012 | 0.194 | 0.044 | -0.008 | 0.385 | 0.357 | -0.276 | 0.062 | 0.256 | 0.063 | 0.063 | 0.164 | 0.050 | 0.017 | -0.289 | 0.110 | 0.044 |
| annual_inc | 0.016 | 0.117 | 0.025 | 0.057 | 1.000 | 0.673 | 0.000 | 0.452 | 0.213 | 0.024 | 0.013 | -0.037 | -0.009 | 0.000 | 0.000 | 0.090 | 0.013 | 0.000 | -0.199 | -0.094 | 0.000 | 0.081 | 0.081 | 0.463 | 0.462 | 0.003 | 0.405 | -0.014 | 0.000 | 0.204 | 1.000 | 0.514 | 1.000 | 1.000 | 0.006 | 0.037 | -0.064 | 0.009 | 0.120 | 0.132 | 0.043 | 0.440 | -0.134 | 0.084 | 0.084 | 0.258 | 0.463 | 0.000 | 0.378 | 0.217 | 0.238 | 0.015 | -0.062 | 0.359 | -0.070 | -0.022 | -0.061 | -0.153 | 0.006 | -0.068 | -0.062 | -0.058 | 0.044 | 0.198 | 0.155 | 0.222 | 0.249 | 0.257 | 0.165 | 0.212 | 0.154 | 0.268 | 0.000 | 0.000 | 0.031 | 0.091 | 0.271 | 0.075 | 0.256 | 0.147 | 0.211 | 0.001 | -0.000 | 0.388 | 0.092 | 0.092 | -0.060 | 0.010 | -0.032 | -0.064 | 0.000 | 0.000 | -0.042 | 0.414 | 0.324 | 0.086 | -0.017 | -0.026 | 0.121 | 0.121 | -0.010 | 0.126 | 0.059 | 0.166 | 0.175 | 0.067 | -0.009 | 0.407 | -0.031 | 0.000 | 0.144 | 0.000 | 0.056 | 0.000 | -0.039 | 0.527 | 0.558 | 0.332 | 0.500 | 0.371 | 0.385 | 0.111 | 0.415 | 0.324 | 0.324 | 0.242 | -0.000 | 0.302 | 0.413 | 0.022 | 0.000 |
| annual_inc_joint | -0.003 | 0.107 | 0.070 | 0.025 | 0.673 | 1.000 | 1.000 | 0.385 | 0.180 | 0.046 | 0.026 | -0.059 | -0.008 | 0.000 | 0.008 | 0.110 | -0.002 | 0.028 | -0.103 | -0.153 | 0.039 | 0.054 | 0.054 | 0.402 | 0.402 | 0.059 | 0.030 | -0.030 | 0.065 | 0.059 | 0.000 | 0.463 | 0.285 | 0.402 | 0.118 | 0.064 | -0.084 | 0.071 | 0.080 | 0.075 | 0.040 | 0.362 | -0.166 | 0.064 | 0.064 | 0.254 | 0.402 | 0.000 | 0.304 | 0.199 | 0.230 | 0.006 | -0.055 | 0.323 | -0.104 | -0.124 | -0.045 | -0.099 | 0.030 | -0.092 | -0.041 | -0.077 | 0.053 | 0.166 | 0.151 | 0.186 | 0.213 | 0.248 | 0.170 | 0.212 | 0.151 | 0.273 | 0.000 | 0.000 | 0.074 | 0.072 | 0.273 | 0.070 | 0.225 | 0.101 | 0.140 | -0.010 | -0.004 | 0.053 | 0.249 | 0.249 | -0.100 | 0.032 | -0.095 | -0.108 | 0.050 | 0.000 | -0.059 | 0.344 | 0.491 | 0.090 | -0.028 | -0.040 | 0.160 | 0.160 | 0.025 | 0.301 | 0.054 | 0.284 | 0.331 | 0.243 | 0.023 | 0.154 | -0.422 | 0.173 | -0.054 | 0.048 | 0.005 | 0.063 | -0.038 | 0.491 | 0.523 | 0.330 | 0.422 | 0.309 | 0.324 | 0.108 | 0.364 | 0.188 | 0.188 | 0.148 | -0.015 | 0.186 | 0.354 | 0.054 | 0.045 |
| application_type | 0.007 | 0.034 | 0.050 | 0.030 | 0.000 | 1.000 | 1.000 | 0.032 | 0.019 | 0.046 | 0.000 | 0.000 | 0.004 | 0.019 | 0.039 | 0.000 | 0.000 | 0.006 | 0.152 | 1.000 | 0.097 | 0.112 | 0.112 | 0.137 | 0.137 | 0.006 | 0.239 | 0.113 | 0.009 | 0.209 | 0.030 | 0.245 | 0.094 | 0.149 | 0.081 | 1.000 | 0.000 | 0.091 | 0.014 | 0.007 | 0.038 | 0.102 | 0.055 | 0.072 | 0.072 | 0.077 | 0.137 | 0.186 | 0.000 | 0.004 | 0.030 | 0.035 | 0.025 | 0.007 | 0.000 | 0.016 | 0.075 | 0.015 | 0.037 | 0.035 | 0.015 | 0.033 | 0.013 | 0.053 | 0.051 | 0.039 | 0.065 | 0.000 | 0.035 | 0.044 | 0.049 | 0.019 | 0.000 | 0.005 | 0.000 | 0.026 | 0.017 | 0.023 | 0.000 | 0.002 | 0.000 | 0.045 | 0.054 | 0.241 | 0.252 | 0.252 | 0.018 | 0.046 | 0.009 | 0.003 | 0.032 | 0.007 | 0.000 | 0.000 | 1.000 | 0.046 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.184 | 0.000 | 0.073 | 0.063 | 0.033 | 0.000 | 0.067 | 0.000 | 0.022 | 0.000 | 0.028 | 0.008 | 0.014 | 0.012 | 0.037 | 0.030 | 0.081 | 0.081 | 0.028 | 0.006 | 0.109 | 0.000 | 0.056 | 1.000 |
| avg_cur_bal | 0.018 | -0.005 | 0.034 | 0.234 | 0.452 | 0.385 | 0.032 | 1.000 | 0.022 | 0.129 | 0.013 | -0.042 | -0.016 | 0.007 | 0.039 | 0.073 | 0.016 | 0.000 | 0.045 | -0.012 | 0.010 | 0.125 | 0.125 | 0.270 | 0.270 | 0.021 | 0.252 | 0.080 | 0.000 | 0.130 | 0.000 | 0.326 | 0.047 | 0.000 | 0.079 | -0.007 | 0.074 | 0.023 | 0.135 | 0.105 | -0.026 | 0.237 | -0.087 | 0.108 | 0.108 | 0.175 | 0.270 | 0.014 | 0.294 | 0.201 | 0.177 | 0.131 | 0.000 | 0.640 | -0.072 | -0.029 | 0.030 | -0.145 | 0.132 | -0.043 | -0.011 | -0.033 | 0.021 | -0.082 | -0.115 | -0.099 | -0.012 | 0.249 | -0.162 | -0.035 | -0.115 | 0.012 | 0.000 | 0.000 | 0.020 | 0.005 | 0.012 | 0.016 | 0.201 | 0.142 | 0.183 | -0.148 | -0.200 | 0.244 | 0.040 | 0.040 | -0.053 | 0.109 | -0.089 | -0.099 | 0.021 | 0.000 | -0.043 | 0.283 | 0.235 | 0.193 | -0.052 | -0.065 | 0.220 | 0.220 | -0.053 | 0.467 | 0.135 | 0.080 | 0.114 | 0.116 | 0.049 | 0.267 | -0.024 | 0.000 | 0.058 | 0.016 | -0.002 | 0.025 | -0.050 | 0.926 | 0.876 | 0.193 | 0.480 | 0.407 | 0.164 | 0.169 | 0.397 | 0.202 | 0.202 | 0.147 | -0.004 | 0.189 | 0.186 | 0.021 | 0.000 |
| bc_open_to_buy | 0.006 | 0.142 | 0.032 | -0.532 | 0.213 | 0.180 | 0.019 | 0.022 | 1.000 | -0.746 | -0.014 | -0.081 | -0.010 | 0.015 | 0.046 | -0.070 | 0.008 | 0.023 | -0.053 | -0.026 | 0.007 | 0.494 | 0.494 | 0.216 | 0.216 | 0.087 | 0.121 | -0.016 | 0.000 | 0.036 | 0.000 | 0.227 | 0.032 | 0.000 | 0.025 | 0.179 | -0.051 | 0.047 | 0.027 | 0.051 | 0.017 | 0.178 | -0.372 | 0.313 | 0.313 | 0.091 | 0.216 | 0.022 | 0.204 | 0.028 | 0.157 | -0.127 | -0.107 | 0.102 | 0.015 | 0.053 | 0.019 | -0.041 | -0.241 | -0.037 | -0.032 | -0.023 | -0.109 | 0.299 | 0.130 | 0.536 | 0.427 | 0.013 | 0.374 | 0.317 | 0.134 | 0.319 | 0.000 | 0.000 | -0.067 | 0.127 | 0.317 | 0.130 | -0.004 | 0.033 | 0.035 | 0.151 | 0.175 | 0.110 | 0.143 | 0.143 | 0.171 | -0.637 | -0.087 | -0.080 | 0.015 | 0.000 | -0.084 | 0.196 | 0.218 | -0.610 | -0.029 | -0.023 | 0.314 | 0.314 | 0.013 | 0.045 | 0.045 | 0.196 | 0.149 | -0.015 | -0.423 | 0.148 | 0.043 | 0.000 | 0.010 | 0.088 | -0.021 | 0.005 | -0.043 | 0.137 | 0.259 | 0.232 | 0.130 | 0.045 | 0.776 | -0.012 | 0.064 | 0.063 | 0.063 | -0.056 | -0.062 | 0.088 | 0.679 | 0.032 | 0.000 |
| bc_util | -0.018 | -0.178 | 0.024 | 0.606 | 0.024 | 0.046 | 0.046 | 0.129 | -0.746 | 1.000 | -0.009 | 0.061 | -0.036 | 0.028 | 0.066 | 0.013 | -0.016 | 0.051 | 0.180 | 0.165 | 0.013 | -0.438 | -0.438 | 0.053 | 0.053 | 0.130 | 0.055 | 0.067 | 0.000 | 0.037 | 0.000 | 0.024 | 0.000 | 0.127 | 0.019 | -0.191 | -0.061 | 0.092 | -0.083 | -0.119 | -0.074 | 0.080 | 0.306 | -0.226 | -0.226 | 0.023 | 0.053 | 0.040 | 0.386 | 0.059 | 0.017 | 0.169 | 0.167 | 0.027 | 0.001 | -0.003 | 0.043 | 0.100 | 0.226 | 0.019 | 0.091 | 0.018 | -0.008 | 0.067 | 0.131 | -0.196 | -0.161 | 0.020 | -0.148 | -0.123 | 0.132 | -0.101 | 0.000 | 0.014 | 0.004 | -0.185 | -0.101 | -0.182 | 0.057 | -0.090 | -0.067 | -0.175 | -0.185 | 0.030 | -0.083 | -0.083 | -0.036 | 0.863 | -0.027 | -0.031 | 0.068 | 0.000 | 0.065 | 0.340 | 0.206 | 0.863 | 0.001 | -0.050 | -0.171 | -0.171 | -0.073 | 0.096 | 0.025 | -0.046 | 0.015 | 0.042 | 0.478 | 0.063 | -0.039 | 0.037 | 0.060 | 0.119 | -0.002 | 0.050 | -0.069 | 0.078 | -0.019 | -0.071 | 0.130 | 0.030 | -0.259 | 0.002 | 0.026 | 0.129 | 0.129 | 0.230 | 0.037 | 0.086 | -0.227 | 0.098 | 0.040 |
| chargeoff_within_12_mths | 0.048 | 0.003 | 0.000 | 0.003 | 0.013 | 0.026 | 0.000 | 0.013 | -0.014 | -0.009 | 1.000 | 0.002 | 0.058 | 0.020 | 0.000 | 0.142 | 0.008 | 0.000 | -0.000 | -0.000 | 0.000 | -0.071 | -0.071 | -0.009 | -0.009 | 0.009 | 0.021 | -0.055 | 0.000 | -0.060 | 0.085 | -0.003 | 0.045 | 0.000 | 0.000 | -0.004 | 0.008 | 0.002 | 0.008 | 0.012 | 0.007 | -0.007 | 0.018 | -0.027 | -0.027 | 0.004 | -0.009 | 0.000 | -0.025 | 0.020 | 0.034 | -0.000 | -0.005 | 0.033 | -0.118 | -0.211 | -0.029 | -0.014 | 0.003 | -0.049 | -0.004 | -0.056 | 0.144 | -0.016 | -0.002 | -0.011 | 0.029 | 0.027 | 0.002 | 0.041 | -0.004 | 0.005 | 0.056 | 0.000 | 0.272 | 0.005 | 0.006 | 0.017 | 0.004 | 0.014 | 0.009 | 0.002 | 0.004 | 0.027 | -0.008 | -0.008 | -0.096 | -0.010 | -0.012 | -0.016 | 0.000 | 0.000 | 0.001 | -0.022 | -0.023 | -0.009 | 0.201 | 0.001 | -0.059 | -0.059 | 0.015 | 0.000 | -0.070 | 0.003 | -0.021 | -0.004 | 0.015 | -0.030 | -0.027 | 0.000 | 0.026 | 0.000 | -0.004 | 0.000 | 0.003 | 0.014 | 0.013 | 0.048 | 0.001 | 0.007 | -0.030 | 0.016 | 0.010 | -0.001 | -0.001 | 0.002 | 0.012 | -0.001 | -0.021 | 0.015 | 0.000 |
| collection_recovery_fee | 0.009 | 0.081 | 0.000 | 0.070 | -0.037 | -0.059 | 0.000 | -0.042 | -0.081 | 0.061 | 0.002 | 1.000 | 0.010 | 0.363 | 0.328 | 0.022 | 0.011 | 0.016 | 0.050 | 0.020 | 0.003 | -0.108 | -0.108 | 0.036 | 0.035 | 0.053 | 0.068 | 0.187 | 0.000 | 0.085 | 0.000 | 0.081 | 0.319 | 0.084 | 0.000 | -0.162 | 0.053 | 0.018 | 0.027 | 0.057 | 0.069 | 0.040 | 0.169 | -0.404 | -0.404 | -0.157 | 0.036 | 0.124 | -0.022 | -0.012 | -0.034 | -0.055 | -0.058 | -0.033 | -0.010 | -0.013 | -0.054 | -0.045 | -0.053 | -0.011 | -0.056 | -0.008 | 0.020 | 0.022 | 0.044 | 0.007 | 0.018 | 0.020 | 0.023 | 0.023 | 0.042 | 0.023 | 0.000 | 0.000 | 0.017 | 0.072 | 0.021 | 0.047 | 0.023 | 0.045 | 0.048 | 0.054 | 0.068 | 0.092 | -0.230 | -0.230 | -0.022 | 0.066 | 0.025 | 0.015 | 0.009 | 0.000 | 0.979 | -0.010 | -0.021 | 0.060 | 0.010 | 0.045 | -0.092 | -0.092 | 0.104 | -0.040 | -0.024 | -0.008 | -0.006 | -0.001 | 0.035 | 0.355 | -0.051 | 0.255 | -0.144 | 0.052 | 0.020 | 0.097 | 0.015 | -0.033 | -0.048 | 0.020 | 0.009 | 0.024 | -0.067 | 0.013 | 0.004 | -0.082 | -0.083 | 0.046 | 0.154 | -0.210 | -0.057 | 0.041 | 0.020 |
| collections_12_mths_ex_med | 0.010 | 0.019 | 0.017 | -0.018 | -0.009 | -0.008 | 0.004 | -0.016 | -0.010 | -0.036 | 0.058 | 0.010 | 1.000 | 0.000 | 0.010 | 0.081 | -0.000 | 0.007 | -0.012 | -0.037 | 0.007 | -0.092 | -0.092 | -0.026 | -0.026 | 0.013 | -0.046 | 0.007 | 0.000 | -0.033 | 0.000 | -0.056 | 0.293 | 0.090 | 0.000 | 0.021 | 0.007 | 0.004 | 0.008 | 0.018 | 0.010 | -0.023 | 0.023 | -0.048 | -0.048 | -0.023 | -0.026 | 0.000 | -0.061 | 0.009 | -0.013 | -0.017 | -0.014 | -0.017 | -0.048 | -0.143 | -0.031 | 0.000 | -0.013 | -0.014 | -0.010 | -0.016 | 0.068 | -0.013 | -0.001 | -0.006 | -0.012 | 0.010 | 0.004 | -0.000 | -0.004 | 0.009 | 0.000 | 0.000 | 0.143 | 0.015 | 0.011 | 0.013 | 0.006 | 0.001 | -0.002 | 0.015 | 0.018 | -0.044 | 0.007 | 0.007 | -0.063 | -0.034 | 0.008 | -0.006 | 0.003 | 0.004 | 0.008 | -0.051 | -0.055 | -0.039 | 0.018 | 0.085 | -0.076 | -0.076 | -0.025 | -0.034 | -0.007 | -0.028 | -0.006 | -0.011 | -0.003 | 0.062 | -0.040 | 0.037 | 0.051 | 0.016 | 0.013 | 0.014 | 0.226 | -0.012 | -0.012 | 0.007 | -0.018 | -0.000 | -0.045 | -0.004 | 0.003 | -0.026 | -0.026 | -0.009 | 0.007 | -0.028 | -0.039 | 0.011 | 0.014 |
| debt_settlement_flag | 0.000 | 0.029 | 0.040 | 0.021 | 0.000 | 0.000 | 0.019 | 0.007 | 0.015 | 0.028 | 0.020 | 0.363 | 0.000 | 1.000 | 0.319 | 0.000 | 0.005 | 0.016 | 0.000 | 0.000 | 0.010 | 0.040 | 0.040 | 0.016 | 0.016 | 0.060 | 0.000 | 0.000 | 0.000 | 0.000 | 0.128 | 0.000 | 0.082 | 0.060 | 0.014 | 1.000 | 0.008 | 0.028 | 0.013 | 0.009 | 0.000 | 0.010 | 0.051 | 0.187 | 0.187 | 0.069 | 0.016 | 0.325 | 0.000 | 0.000 | 0.005 | 0.009 | 0.004 | 0.004 | 0.000 | 0.000 | 0.010 | 0.002 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 | 0.023 | 0.000 | 0.004 | 0.004 | 0.021 | 0.020 | 0.022 | 0.014 | 0.000 | 0.006 | 0.000 | 0.020 | 0.016 | 0.002 | 0.000 | 0.000 | 0.000 | 0.022 | 0.027 | 0.000 | 0.076 | 0.076 | 0.000 | 0.030 | 0.000 | 0.013 | 0.016 | 0.000 | 0.356 | 0.000 | 0.000 | 0.029 | 0.000 | 0.086 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 | 0.041 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.066 | 0.000 | 0.024 | 0.009 | 0.013 | 0.000 | 0.017 | 0.008 | 0.000 | 0.010 | 0.000 | 0.000 | 0.027 | 0.028 | 0.039 | 0.027 | 0.054 | 0.000 | 0.027 | 0.031 |
| default_flag | 0.000 | 0.089 | 0.039 | 0.068 | 0.000 | 0.008 | 0.039 | 0.039 | 0.046 | 0.066 | 0.000 | 0.328 | 0.010 | 0.319 | 1.000 | 0.011 | 0.013 | 0.054 | 0.000 | 0.000 | 0.018 | 0.120 | 0.120 | 0.051 | 0.052 | 0.228 | 0.000 | 0.286 | 0.049 | 0.137 | 0.211 | 0.158 | 0.261 | 0.504 | 0.064 | 1.000 | 0.052 | 0.061 | 0.039 | 0.051 | 0.069 | 0.040 | 0.210 | 0.672 | 0.672 | 0.216 | 0.051 | 1.000 | 0.008 | 0.018 | 0.043 | 0.040 | 0.033 | 0.024 | 0.004 | 0.019 | 0.037 | 0.024 | 0.037 | 0.022 | 0.059 | 0.009 | 0.000 | 0.024 | 0.047 | 0.000 | 0.004 | 0.004 | 0.027 | 0.013 | 0.046 | 0.021 | 0.000 | 0.000 | 0.000 | 0.072 | 0.020 | 0.054 | 0.005 | 0.046 | 0.050 | 0.059 | 0.071 | 0.000 | 0.206 | 0.206 | 0.005 | 0.077 | 0.011 | 0.029 | 0.047 | 0.048 | 0.346 | 0.000 | 0.000 | 0.063 | 0.000 | 0.095 | 0.155 | 0.155 | 0.125 | 0.032 | 0.000 | 0.000 | 0.040 | 0.000 | 0.060 | 0.000 | 0.000 | 0.000 | 0.000 | 0.234 | 0.000 | 0.092 | 0.008 | 0.037 | 0.010 | 0.011 | 0.022 | 0.016 | 0.047 | 0.003 | 0.020 | 0.151 | 0.151 | 0.046 | 0.078 | 0.256 | 0.023 | 0.089 | 0.000 |
| delinq_2yrs | 0.128 | -0.047 | 0.000 | 0.012 | 0.090 | 0.110 | 0.000 | 0.073 | -0.070 | 0.013 | 0.142 | 0.022 | 0.081 | 0.000 | 0.011 | 1.000 | 0.114 | 0.007 | -0.015 | -0.049 | 0.006 | -0.219 | -0.219 | 0.004 | 0.004 | 0.024 | -0.042 | -0.007 | 0.000 | 0.029 | 0.244 | -0.064 | 0.101 | 0.000 | 0.010 | -0.029 | -0.031 | 0.009 | 0.014 | 0.035 | 0.021 | 0.014 | 0.074 | -0.119 | -0.119 | 0.002 | 0.004 | 0.000 | -0.050 | 0.086 | 0.107 | 0.014 | 0.002 | 0.110 | -0.820 | -0.543 | -0.067 | 0.013 | 0.047 | -0.632 | -0.031 | -0.721 | 0.202 | -0.032 | 0.016 | -0.032 | 0.043 | 0.084 | 0.023 | 0.093 | 0.012 | 0.060 | 0.022 | 0.052 | 0.511 | -0.023 | 0.063 | 0.005 | 0.056 | -0.007 | -0.017 | -0.020 | -0.039 | -0.071 | -0.023 | -0.023 | -0.486 | 0.012 | -0.043 | -0.062 | 0.009 | 0.000 | 0.019 | -0.043 | -0.058 | 0.010 | 0.080 | 0.039 | -0.142 | -0.142 | -0.006 | 0.087 | -0.129 | 0.007 | -0.021 | 0.006 | 0.029 | -0.003 | 0.045 | 0.000 | -0.059 | 0.020 | 0.018 | 0.006 | 0.023 | 0.088 | 0.089 | 0.129 | 0.033 | 0.049 | -0.089 | 0.023 | 0.068 | 0.035 | 0.035 | 0.049 | 0.051 | 0.026 | -0.066 | 0.013 | 0.000 |
| delinq_amnt | 0.759 | -0.005 | 0.000 | -0.016 | 0.013 | -0.002 | 0.000 | 0.016 | 0.008 | -0.016 | 0.008 | 0.011 | -0.000 | 0.005 | 0.013 | 0.114 | 1.000 | 0.000 | 0.012 | 0.009 | 0.002 | -0.037 | -0.037 | -0.001 | -0.001 | 0.000 | NaN | NaN | 0.000 | NaN | 1.000 | NaN | 1.000 | 1.000 | 0.000 | -0.010 | -0.020 | 0.006 | -0.007 | -0.000 | -0.003 | -0.000 | 0.016 | -0.016 | -0.016 | -0.002 | -0.001 | 0.000 | -0.003 | 0.014 | 0.023 | 0.001 | 0.000 | 0.020 | -0.124 | -0.076 | 0.001 | 0.008 | 0.008 | -0.081 | 0.001 | -0.107 | 0.016 | -0.006 | 0.004 | -0.007 | 0.009 | 0.013 | 0.010 | 0.016 | 0.003 | 0.006 | 0.357 | 0.012 | 0.064 | -0.005 | 0.017 | -0.003 | 0.015 | -0.009 | -0.004 | -0.006 | -0.005 | NaN | -0.013 | -0.013 | -0.050 | -0.013 | -0.003 | -0.008 | 0.000 | 0.000 | 0.010 | -0.002 | -0.009 | -0.014 | -0.006 | -0.009 | -0.006 | -0.006 | 0.003 | 0.015 | 0.029 | 0.001 | -0.017 | -0.032 | -0.028 | 0.016 | 0.075 | 0.000 | -0.031 | 0.000 | 0.002 | 0.007 | 0.000 | 0.020 | 0.023 | 0.020 | 0.013 | 0.009 | 0.002 | 0.006 | 0.017 | 0.010 | 0.010 | 0.013 | 0.013 | 0.007 | 0.009 | 0.008 | 1.000 |
| disbursement_method | 0.007 | 0.011 | 0.027 | 0.032 | 0.000 | 0.028 | 0.006 | 0.000 | 0.023 | 0.051 | 0.000 | 0.016 | 0.007 | 0.016 | 0.054 | 0.007 | 0.000 | 1.000 | 0.012 | 0.024 | 0.028 | 0.029 | 0.029 | 0.094 | 0.093 | 0.154 | 0.000 | 0.057 | 0.000 | 0.000 | 0.021 | 0.000 | 0.073 | 0.245 | 0.022 | 1.000 | 0.018 | 0.085 | 0.007 | 0.013 | 0.033 | 0.044 | 0.163 | 0.074 | 0.074 | 0.082 | 0.094 | 0.194 | 0.018 | 0.021 | 0.014 | 0.000 | 0.017 | 0.013 | 0.000 | 0.015 | 0.074 | 0.037 | 0.013 | 0.019 | 0.022 | 0.000 | 0.004 | 0.040 | 0.031 | 0.027 | 0.000 | 0.013 | 0.028 | 0.000 | 0.032 | 0.022 | 0.000 | 0.005 | 0.004 | 0.012 | 0.023 | 0.009 | 0.000 | 0.019 | 0.024 | 0.000 | 0.009 | 0.000 | 0.253 | 0.253 | 0.022 | 0.036 | 0.012 | 0.011 | 0.126 | 0.000 | 0.018 | 0.027 | 0.098 | 0.048 | 0.000 | 0.000 | 0.040 | 0.040 | 0.000 | 0.043 | 0.000 | 0.043 | 0.028 | 0.000 | 0.035 | 0.000 | 0.133 | 0.000 | 0.000 | 0.193 | 0.001 | 0.016 | 0.000 | 0.023 | 0.012 | 0.005 | 0.027 | 0.015 | 0.049 | 0.022 | 0.015 | 0.173 | 0.173 | 0.091 | 0.006 | 0.173 | 0.033 | 0.032 | 1.000 |
| dti | 0.009 | 0.151 | 0.024 | 0.203 | -0.199 | -0.103 | 0.152 | 0.045 | -0.053 | 0.180 | -0.000 | 0.050 | -0.012 | 0.000 | 0.000 | -0.015 | 0.012 | 0.012 | 1.000 | 0.607 | 0.009 | -0.014 | -0.014 | 0.057 | 0.057 | 0.002 | 0.119 | 0.069 | 0.000 | 0.141 | 0.000 | 0.077 | 0.000 | 0.094 | 0.000 | 0.032 | -0.040 | 0.015 | 0.102 | 0.036 | -0.006 | 0.062 | 0.188 | -0.063 | -0.063 | -0.022 | 0.056 | 0.005 | 0.172 | 0.067 | 0.063 | 0.004 | -0.061 | -0.011 | 0.009 | 0.032 | 0.078 | -0.220 | 0.019 | 0.009 | 0.021 | -0.002 | -0.058 | 0.173 | 0.259 | 0.117 | 0.092 | 0.297 | 0.196 | 0.157 | 0.260 | 0.319 | 0.000 | 0.000 | -0.026 | 0.088 | 0.323 | 0.042 | 0.425 | 0.192 | 0.294 | -0.011 | 0.014 | 0.113 | 0.050 | 0.050 | 0.075 | 0.171 | -0.039 | -0.023 | 0.000 | 0.000 | 0.051 | 0.270 | 0.248 | 0.178 | -0.025 | -0.016 | 0.037 | 0.037 | -0.029 | 0.111 | 0.073 | 0.057 | 0.106 | 0.166 | 0.072 | 0.117 | 0.023 | 1.000 | 0.036 | 0.000 | -0.032 | 0.016 | -0.029 | 0.146 | 0.143 | 0.252 | 0.449 | 0.423 | 0.088 | 0.154 | 0.458 | 0.008 | 0.009 | 0.117 | 0.002 | -0.032 | 0.159 | 0.010 | 0.047 |
| dti_joint | 0.023 | 0.124 | 0.047 | 0.180 | -0.094 | -0.153 | 1.000 | -0.012 | -0.026 | 0.165 | -0.000 | 0.020 | -0.037 | 0.000 | 0.000 | -0.049 | 0.009 | 0.024 | 0.607 | 1.000 | 0.007 | -0.037 | -0.037 | 0.060 | 0.059 | 0.096 | 0.457 | 0.061 | 0.029 | 0.517 | 0.350 | 0.356 | 0.251 | 0.499 | 0.030 | 0.044 | -0.017 | 0.060 | 0.113 | 0.035 | 0.015 | 0.075 | 0.225 | -0.073 | -0.073 | 0.001 | 0.059 | 0.042 | 0.157 | 0.069 | 0.046 | 0.014 | -0.060 | -0.023 | 0.070 | 0.128 | 0.176 | -0.195 | 0.000 | 0.072 | 0.029 | 0.057 | -0.057 | 0.191 | 0.250 | 0.143 | 0.090 | 0.254 | 0.184 | 0.136 | 0.251 | 0.269 | 0.000 | 0.000 | -0.029 | 0.058 | 0.269 | 0.054 | 0.333 | 0.178 | 0.259 | -0.027 | 0.006 | 0.497 | 0.090 | 0.090 | 0.071 | 0.165 | -0.010 | -0.011 | 0.061 | 0.041 | 0.020 | 0.268 | 0.446 | 0.176 | -0.016 | -0.018 | 0.043 | 0.043 | 0.031 | 0.002 | 0.066 | 0.237 | 0.355 | 0.348 | 0.127 | 0.307 | 0.317 | 0.000 | 0.267 | 0.083 | -0.000 | 0.081 | -0.014 | 0.088 | 0.095 | 0.213 | 0.405 | 0.364 | 0.104 | 0.166 | 0.389 | -0.012 | -0.012 | 0.130 | 0.007 | -0.066 | 0.165 | 0.135 | 0.171 |
| emp_length | 0.004 | 0.008 | 0.019 | 0.026 | 0.000 | 0.039 | 0.097 | 0.010 | 0.007 | 0.013 | 0.000 | 0.003 | 0.007 | 0.010 | 0.018 | 0.006 | 0.002 | 0.028 | 0.009 | 0.007 | 1.000 | 0.012 | 0.012 | 0.032 | 0.032 | 0.009 | 0.000 | 0.036 | 0.005 | 0.057 | 0.000 | 0.053 | 0.037 | 0.080 | 0.090 | 1.000 | 0.040 | 0.037 | 0.009 | 0.010 | 0.002 | 0.028 | 0.005 | 0.015 | 0.015 | 0.017 | 0.032 | 0.017 | 0.010 | 0.052 | 0.083 | 0.009 | 0.003 | 0.042 | 0.017 | 0.018 | 0.027 | 0.009 | 0.017 | 0.018 | 0.000 | 0.014 | 0.007 | 0.029 | 0.042 | 0.026 | 0.036 | 0.018 | 0.038 | 0.045 | 0.043 | 0.020 | 0.011 | 0.004 | 0.007 | 0.011 | 0.021 | 0.008 | 0.045 | 0.016 | 0.016 | 0.008 | 0.004 | 0.003 | 0.015 | 0.015 | 0.009 | 0.016 | 0.008 | 0.012 | 0.020 | 0.007 | 0.000 | 0.005 | 0.038 | 0.015 | 0.000 | 0.016 | 0.019 | 0.019 | 0.000 | 0.024 | 0.026 | 0.012 | 0.031 | 0.038 | 0.023 | 0.000 | 0.000 | 0.000 | 0.000 | 0.011 | 0.008 | 0.060 | 0.007 | 0.015 | 0.000 | 0.040 | 0.012 | 0.017 | 0.016 | 0.030 | 0.013 | 0.029 | 0.029 | 0.024 | 0.005 | 0.028 | 0.013 | 0.039 | 0.041 |
| fico_range_high | -0.043 | -0.107 | 0.011 | -0.385 | 0.081 | 0.054 | 0.112 | 0.125 | 0.494 | -0.438 | -0.071 | -0.108 | -0.092 | 0.040 | 0.120 | -0.219 | -0.037 | 0.029 | -0.014 | -0.037 | 0.012 | 1.000 | 1.000 | 0.126 | 0.126 | 0.201 | 0.039 | 0.049 | 0.000 | 0.016 | 0.000 | 0.164 | 0.000 | 0.000 | 0.045 | 0.111 | -0.121 | 0.089 | -0.047 | -0.127 | -0.108 | 0.074 | -0.431 | 0.427 | 0.427 | 0.042 | 0.127 | 0.110 | 0.076 | 0.024 | 0.112 | 0.107 | 0.073 | 0.089 | 0.105 | 0.088 | 0.272 | 0.000 | 0.056 | 0.006 | 0.077 | 0.038 | -0.270 | -0.092 | -0.178 | 0.066 | 0.036 | 0.010 | 0.013 | 0.007 | -0.175 | 0.054 | 0.011 | 0.013 | -0.156 | -0.104 | 0.042 | -0.057 | 0.039 | -0.011 | -0.000 | -0.120 | -0.143 | 0.060 | 0.113 | 0.114 | 0.357 | -0.407 | -0.254 | -0.228 | 0.043 | 0.000 | -0.107 | 0.018 | 0.061 | -0.420 | -0.045 | -0.045 | 0.450 | 0.450 | -0.054 | 0.034 | -0.046 | 0.059 | 0.044 | 0.045 | -0.307 | 0.090 | 0.027 | 0.000 | 0.011 | 0.183 | -0.078 | 0.045 | -0.246 | 0.133 | 0.223 | 0.020 | 0.067 | 0.038 | 0.373 | 0.011 | 0.092 | 0.017 | 0.017 | -0.110 | -0.060 | 0.054 | 0.361 | 0.123 | 0.049 |
| fico_range_low | -0.043 | -0.107 | 0.011 | -0.385 | 0.081 | 0.054 | 0.112 | 0.125 | 0.494 | -0.438 | -0.071 | -0.108 | -0.092 | 0.040 | 0.120 | -0.219 | -0.037 | 0.029 | -0.014 | -0.037 | 0.012 | 1.000 | 1.000 | 0.126 | 0.126 | 0.201 | 0.039 | 0.049 | 0.000 | 0.016 | 0.000 | 0.164 | 0.000 | 0.000 | 0.045 | 0.111 | -0.121 | 0.089 | -0.047 | -0.127 | -0.108 | 0.074 | -0.431 | 0.427 | 0.427 | 0.042 | 0.127 | 0.110 | 0.076 | 0.024 | 0.112 | 0.107 | 0.073 | 0.089 | 0.105 | 0.088 | 0.272 | 0.000 | 0.056 | 0.006 | 0.077 | 0.038 | -0.270 | -0.092 | -0.178 | 0.066 | 0.036 | 0.010 | 0.013 | 0.007 | -0.175 | 0.054 | 0.011 | 0.013 | -0.156 | -0.104 | 0.042 | -0.057 | 0.039 | -0.011 | -0.000 | -0.120 | -0.143 | 0.060 | 0.113 | 0.114 | 0.357 | -0.407 | -0.254 | -0.228 | 0.043 | 0.000 | -0.107 | 0.018 | 0.061 | -0.420 | -0.045 | -0.045 | 0.450 | 0.450 | -0.054 | 0.034 | -0.046 | 0.059 | 0.044 | 0.045 | -0.307 | 0.090 | 0.027 | 0.000 | 0.011 | 0.183 | -0.078 | 0.045 | -0.246 | 0.133 | 0.223 | 0.020 | 0.067 | 0.038 | 0.373 | 0.011 | 0.092 | 0.017 | 0.017 | -0.110 | -0.060 | 0.054 | 0.361 | 0.123 | 0.049 |
| funded_amnt | 0.001 | -0.005 | 0.023 | 0.009 | 0.463 | 0.402 | 0.137 | 0.270 | 0.216 | 0.053 | -0.009 | 0.036 | -0.026 | 0.016 | 0.051 | 0.004 | -0.001 | 0.094 | 0.057 | 0.060 | 0.032 | 0.126 | 0.126 | 1.000 | 0.999 | 0.071 | 0.795 | 0.062 | 0.004 | 0.379 | 0.000 | 0.882 | 0.000 | 0.000 | 0.081 | 0.023 | -0.098 | 0.113 | -0.002 | 0.004 | -0.035 | 0.964 | 0.090 | 0.102 | 0.102 | 0.462 | 1.000 | 0.049 | 0.399 | 0.137 | 0.186 | 0.052 | 0.032 | 0.225 | -0.020 | 0.019 | 0.027 | 0.013 | 0.036 | -0.045 | 0.009 | -0.033 | -0.059 | 0.199 | 0.160 | 0.219 | 0.212 | 0.120 | 0.178 | 0.188 | 0.159 | 0.201 | 0.000 | 0.006 | -0.030 | -0.035 | 0.204 | -0.028 | 0.088 | -0.013 | 0.023 | -0.044 | -0.032 | 0.786 | 0.219 | 0.219 | 0.064 | 0.038 | -0.075 | -0.085 | 0.095 | 0.000 | 0.034 | 0.457 | 0.418 | 0.114 | -0.066 | -0.086 | 0.233 | 0.233 | -0.086 | 0.214 | 0.125 | 0.238 | 0.240 | 0.087 | 0.009 | 0.823 | -0.062 | 0.136 | 0.325 | 0.062 | 0.013 | 0.440 | -0.080 | 0.324 | 0.354 | 0.221 | 0.338 | 0.174 | 0.398 | 0.072 | 0.217 | 0.661 | 0.661 | 0.701 | 0.004 | 0.547 | 0.418 | 0.155 | 0.173 |
| funded_amnt_inv | 0.001 | -0.005 | 0.022 | 0.009 | 0.462 | 0.402 | 0.137 | 0.270 | 0.216 | 0.053 | -0.009 | 0.035 | -0.026 | 0.016 | 0.052 | 0.004 | -0.001 | 0.093 | 0.057 | 0.059 | 0.032 | 0.126 | 0.126 | 0.999 | 1.000 | 0.071 | 0.794 | 0.063 | 0.004 | 0.377 | 0.000 | 0.882 | 0.000 | 0.025 | 0.081 | 0.027 | -0.098 | 0.112 | -0.002 | 0.004 | -0.036 | 0.963 | 0.090 | 0.103 | 0.103 | 0.461 | 0.999 | 0.051 | 0.399 | 0.137 | 0.186 | 0.052 | 0.032 | 0.225 | -0.020 | 0.019 | 0.032 | 0.013 | 0.035 | -0.045 | 0.009 | -0.033 | -0.059 | 0.199 | 0.160 | 0.219 | 0.212 | 0.120 | 0.178 | 0.188 | 0.159 | 0.201 | 0.000 | 0.007 | -0.030 | -0.035 | 0.204 | -0.028 | 0.088 | -0.013 | 0.023 | -0.044 | -0.032 | 0.785 | 0.221 | 0.221 | 0.065 | 0.038 | -0.074 | -0.084 | 0.097 | 0.000 | 0.033 | 0.456 | 0.418 | 0.114 | -0.066 | -0.086 | 0.232 | 0.232 | -0.086 | 0.214 | 0.124 | 0.238 | 0.240 | 0.087 | 0.009 | 0.823 | -0.063 | 0.142 | 0.326 | 0.063 | 0.013 | 0.438 | -0.080 | 0.324 | 0.354 | 0.221 | 0.338 | 0.174 | 0.398 | 0.072 | 0.217 | 0.659 | 0.661 | 0.700 | 0.004 | 0.545 | 0.419 | 0.156 | 0.170 |
| grade | 0.011 | 0.068 | 0.017 | 0.132 | 0.003 | 0.059 | 0.006 | 0.021 | 0.087 | 0.130 | 0.009 | 0.053 | 0.013 | 0.060 | 0.228 | 0.024 | 0.000 | 0.154 | 0.002 | 0.096 | 0.009 | 0.201 | 0.201 | 0.071 | 0.071 | 1.000 | 0.280 | 0.000 | 0.001 | 0.161 | 0.000 | 0.107 | 0.000 | 0.063 | 0.037 | 1.000 | 0.061 | 0.140 | 0.045 | 0.055 | 0.072 | 0.070 | 0.686 | 0.172 | 0.172 | 0.050 | 0.071 | 0.100 | 0.000 | 0.022 | 0.054 | 0.030 | 0.031 | 0.021 | 0.027 | 0.023 | 0.047 | 0.021 | 0.021 | 0.017 | 0.065 | 0.025 | 0.020 | 0.004 | 0.032 | 0.029 | 0.037 | 0.008 | 0.014 | 0.023 | 0.033 | 0.017 | 0.013 | 0.011 | 0.014 | 0.067 | 0.016 | 0.054 | 0.009 | 0.055 | 0.058 | 0.048 | 0.048 | 0.283 | 0.034 | 0.034 | 0.046 | 0.129 | 0.007 | 0.032 | 0.077 | 0.000 | 0.059 | 0.010 | 0.000 | 0.125 | 0.068 | 0.040 | 0.184 | 0.184 | 0.044 | 0.039 | 0.034 | 0.036 | 0.000 | 0.000 | 0.134 | 0.145 | 0.000 | 0.052 | 0.079 | 1.000 | 0.004 | 0.380 | 0.000 | 0.025 | 0.012 | 0.024 | 0.005 | 0.010 | 0.077 | 0.012 | 0.009 | 0.076 | 0.076 | 0.196 | 0.021 | 0.049 | 0.038 | 0.178 | 0.091 |
| hardship_amount | NaN | 0.128 | 0.049 | 0.076 | 0.405 | 0.030 | 0.239 | 0.252 | 0.121 | 0.055 | 0.021 | 0.068 | -0.046 | 0.000 | 0.000 | -0.042 | NaN | 0.000 | 0.119 | 0.457 | 0.000 | 0.039 | 0.039 | 0.795 | 0.794 | 0.280 | 1.000 | 0.003 | 0.184 | 0.445 | 0.000 | 0.926 | 0.000 | 0.131 | 0.066 | 0.250 | -0.022 | 0.000 | 0.193 | 0.164 | 0.061 | 0.766 | 0.571 | -0.000 | -0.000 | 0.494 | 0.795 | 0.069 | 0.268 | 0.075 | 0.079 | 0.071 | 0.000 | 0.150 | -0.014 | 0.089 | 0.195 | -0.130 | 0.059 | 0.043 | -0.150 | 0.073 | -0.106 | 0.060 | 0.076 | 0.109 | 0.044 | 0.045 | 0.135 | 0.054 | 0.081 | 0.165 | 1.000 | 1.000 | -0.083 | 0.102 | 0.161 | 0.061 | 0.151 | 0.131 | 0.178 | -0.046 | 0.023 | 1.000 | 0.305 | 0.305 | 0.046 | 0.099 | -0.021 | 0.008 | 0.000 | 0.082 | 0.070 | 0.259 | 0.336 | 0.051 | -0.378 | NaN | -0.372 | -0.372 | -0.182 | 0.378 | 0.500 | 0.345 | 0.206 | 0.148 | 0.209 | 0.902 | -0.176 | 0.340 | 0.735 | 0.314 | -0.014 | 0.413 | -0.027 | 0.287 | 0.314 | 0.047 | 0.304 | 0.252 | 0.254 | -0.032 | 0.271 | 0.525 | 0.525 | 0.782 | 0.043 | 0.241 | 0.273 | 0.099 | 0.245 |
| hardship_dpd | NaN | -0.069 | 0.220 | 0.059 | -0.014 | -0.030 | 0.113 | 0.080 | -0.016 | 0.067 | -0.055 | 0.187 | 0.007 | 0.000 | 0.286 | -0.007 | NaN | 0.057 | 0.069 | 0.061 | 0.036 | 0.049 | 0.049 | 0.062 | 0.063 | 0.000 | 0.003 | 1.000 | 0.245 | 0.214 | 0.776 | 0.015 | 0.247 | 0.230 | 0.000 | 0.009 | -0.048 | 0.000 | -0.065 | 0.043 | 0.003 | 0.054 | -0.014 | -0.203 | -0.203 | -0.089 | 0.062 | 0.141 | 0.049 | 0.083 | -0.010 | 0.101 | 0.053 | -0.071 | -0.042 | 0.082 | -0.114 | -0.070 | 0.051 | -0.198 | -0.053 | -0.116 | -0.100 | 0.011 | -0.059 | -0.027 | -0.087 | 0.022 | -0.120 | -0.149 | -0.065 | -0.110 | 1.000 | 1.000 | -0.065 | -0.072 | -0.106 | -0.086 | 0.054 | 0.023 | 0.064 | -0.135 | -0.136 | -0.010 | -0.004 | -0.004 | 0.036 | 0.079 | 0.050 | 0.048 | 0.048 | 0.265 | 0.186 | -0.005 | 0.125 | 0.104 | 0.172 | NaN | 0.211 | 0.211 | 0.000 | -0.208 | -0.300 | -0.251 | -0.307 | -0.076 | -0.172 | 0.402 | -0.472 | 0.428 | 0.176 | 0.000 | 0.039 | 0.000 | -0.082 | 0.022 | 0.011 | -0.098 | 0.071 | 0.081 | 0.014 | -0.043 | 0.087 | -0.047 | -0.047 | 0.031 | 0.486 | -0.107 | -0.054 | 0.000 | 0.000 |
| hardship_flag | 0.000 | 0.000 | 0.019 | 0.000 | 0.000 | 0.065 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.049 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 | 0.005 | 0.000 | 0.000 | 0.004 | 0.004 | 0.001 | 0.184 | 0.245 | 1.000 | 0.048 | 0.052 | 0.000 | 0.190 | 0.998 | 0.003 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.020 | 0.015 | 0.018 | 0.018 | 0.000 | 0.004 | 0.206 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.005 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.006 | 0.000 | 0.000 | 0.000 | 0.011 | 0.011 | 0.000 | 0.000 | 0.221 | 0.028 | 0.028 | 0.005 | 0.008 | 0.000 | 0.000 | 0.026 | 0.906 | 0.000 | 0.000 | 0.041 | 0.000 | 0.000 | 0.000 | 0.007 | 0.007 | 0.083 | 0.000 | 1.000 | 0.000 | 0.000 | 0.022 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.018 | 0.031 | 0.008 | 0.000 | 0.000 | 0.000 |
| hardship_last_payment_amount | NaN | 0.057 | 0.311 | 0.080 | 0.204 | 0.059 | 0.209 | 0.130 | 0.036 | 0.037 | -0.060 | 0.085 | -0.033 | 0.000 | 0.137 | 0.029 | NaN | 0.000 | 0.141 | 0.517 | 0.057 | 0.016 | 0.016 | 0.379 | 0.377 | 0.161 | 0.445 | 0.214 | 0.048 | 1.000 | 0.090 | 0.405 | 0.086 | 0.068 | 0.070 | 0.047 | -0.002 | 0.147 | -0.006 | 0.109 | 0.057 | 0.329 | 0.246 | -0.120 | -0.120 | 0.202 | 0.379 | 0.000 | 0.055 | 0.080 | 0.046 | 0.067 | 0.034 | -0.001 | -0.019 | 0.102 | 0.088 | -0.066 | 0.083 | 0.001 | -0.096 | -0.029 | -0.023 | -0.010 | 0.004 | 0.061 | 0.024 | 0.122 | 0.066 | 0.050 | 0.006 | 0.088 | 1.000 | 1.000 | -0.065 | 0.044 | 0.086 | 0.043 | 0.184 | 0.055 | 0.137 | 0.030 | 0.013 | 0.430 | 0.116 | 0.116 | -0.020 | 0.044 | 0.061 | 0.072 | 0.000 | 0.000 | 0.086 | 0.131 | 0.253 | 0.044 | -0.172 | NaN | -0.247 | -0.247 | -0.005 | -0.115 | -0.500 | 0.367 | 0.044 | 0.162 | 0.046 | 0.140 | -0.050 | 0.164 | 0.237 | 0.142 | 0.061 | 0.336 | -0.062 | 0.136 | 0.139 | 0.090 | 0.264 | 0.296 | 0.096 | 0.066 | 0.270 | 0.263 | 0.263 | 0.394 | 0.151 | 0.159 | 0.119 | 0.042 | 0.000 |
| hardship_loan_status | 1.000 | 0.000 | 0.271 | 0.000 | 1.000 | 0.000 | 0.030 | 0.000 | 0.000 | 0.000 | 0.085 | 0.000 | 0.000 | 0.128 | 0.211 | 0.244 | 1.000 | 0.021 | 0.000 | 0.350 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.776 | 0.052 | 0.090 | 1.000 | 0.000 | 0.384 | 0.132 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.071 | 0.000 | 0.000 | 0.000 | 0.128 | 0.119 | 0.071 | 0.000 | 0.135 | 0.000 | 0.073 | 0.140 | 0.000 | 0.045 | 0.106 | 0.000 | 0.000 | 0.000 | 0.000 | 0.158 | 0.105 | 0.000 | 0.000 | 0.000 | 0.080 | 0.042 | 0.000 | 0.000 | 0.000 | 0.000 | 0.058 | 0.063 | 0.000 | 1.000 | 1.000 | 0.209 | 0.000 | 0.000 | 0.072 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.068 | 0.000 | 0.000 | 0.000 | 0.000 | 0.057 | 0.000 | 0.000 | 0.000 | 0.053 | 0.000 | 1.000 | 0.470 | 0.470 | 0.000 | 0.151 | 0.000 | 0.410 | 0.447 | 0.140 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.042 | 0.000 | 1.000 | 0.120 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.179 | 0.000 | 0.044 | 0.044 | 0.000 | 0.140 | 0.000 | 0.000 | 0.000 | 0.267 |
| hardship_payoff_balance_amount | NaN | 0.037 | 0.075 | -0.015 | 0.514 | 0.463 | 0.245 | 0.326 | 0.227 | 0.024 | -0.003 | 0.081 | -0.056 | 0.000 | 0.158 | -0.064 | NaN | 0.000 | 0.077 | 0.356 | 0.053 | 0.164 | 0.164 | 0.882 | 0.882 | 0.107 | 0.926 | 0.015 | 0.000 | 0.405 | 0.000 | 1.000 | 0.000 | 0.000 | 0.114 | 0.319 | -0.098 | 0.080 | 0.090 | 0.112 | -0.018 | 0.840 | 0.247 | 0.062 | 0.062 | 0.483 | 0.882 | 0.115 | 0.359 | 0.093 | 0.154 | 0.095 | 0.041 | 0.219 | 0.005 | 0.055 | 0.162 | -0.049 | 0.089 | 0.101 | -0.108 | 0.108 | -0.150 | 0.120 | 0.096 | 0.170 | 0.103 | 0.022 | 0.154 | 0.094 | 0.091 | 0.163 | 1.000 | 1.000 | -0.088 | 0.027 | 0.162 | -0.019 | 0.082 | 0.037 | 0.070 | -0.091 | -0.042 | 0.926 | 0.331 | 0.330 | 0.081 | 0.045 | -0.014 | -0.021 | 0.000 | 0.000 | 0.083 | 0.327 | 0.560 | 0.036 | -0.447 | NaN | 0.145 | 0.145 | 0.184 | 0.617 | 0.500 | 0.673 | 0.430 | 0.162 | 0.046 | 0.972 | -0.212 | 0.000 | 0.625 | 0.050 | 0.013 | 0.354 | -0.058 | 0.349 | 0.393 | 0.058 | 0.332 | 0.227 | 0.382 | -0.057 | 0.271 | 0.525 | 0.525 | 0.657 | 0.079 | 0.307 | 0.382 | 0.158 | 0.311 |
| hardship_reason | 1.000 | 0.076 | 0.243 | 0.160 | 1.000 | 0.285 | 0.094 | 0.047 | 0.032 | 0.000 | 0.045 | 0.319 | 0.293 | 0.082 | 0.261 | 0.101 | 1.000 | 0.073 | 0.000 | 0.251 | 0.037 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.247 | 0.190 | 0.086 | 0.384 | 0.000 | 1.000 | 0.199 | 0.106 | 1.000 | 0.000 | 0.034 | 0.000 | 0.095 | 0.078 | 0.028 | 0.000 | 0.136 | 0.126 | 0.000 | 0.000 | 0.159 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.081 | 0.000 | 0.000 | 0.155 | 0.044 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 0.250 | 0.092 | 0.000 | 0.163 | 0.000 | 0.000 | 0.000 | 0.176 | 0.171 | 0.015 | 0.000 | 0.000 | 0.000 | 0.086 | 0.125 | 0.000 | 0.097 | 0.157 | 0.319 | 0.000 | 0.468 | 0.000 | 0.000 | 1.000 | 0.273 | 0.273 | 0.000 | 0.379 | 0.000 | 0.172 | 0.447 | 0.726 | 0.000 | 0.470 | 0.000 | 0.000 | 0.000 | 0.000 | 0.202 | 0.000 | 1.000 | 0.000 | 1.000 | 0.035 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.025 | 0.025 | 0.029 | 0.070 | 0.044 | 0.000 | 0.122 | 0.206 |
| hardship_status | 1.000 | 0.000 | 0.000 | 0.156 | 1.000 | 0.402 | 0.149 | 0.000 | 0.000 | 0.127 | 0.000 | 0.084 | 0.090 | 0.060 | 0.504 | 0.000 | 1.000 | 0.245 | 0.094 | 0.499 | 0.080 | 0.000 | 0.000 | 0.000 | 0.025 | 0.063 | 0.131 | 0.230 | 0.998 | 0.068 | 0.132 | 0.000 | 0.199 | 1.000 | 0.042 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.126 | 0.190 | 0.188 | 0.000 | 0.000 | 0.604 | 0.118 | 0.000 | 0.096 | 0.000 | 0.000 | 0.000 | 0.053 | 0.119 | 0.000 | 0.031 | 0.101 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.034 | 0.000 | 0.000 | 0.053 | 0.000 | 1.000 | 1.000 | 0.038 | 0.037 | 0.000 | 0.091 | 0.000 | 0.167 | 0.096 | 0.000 | 0.000 | 0.221 | 0.290 | 0.290 | 0.000 | 0.106 | 0.000 | 0.000 | 0.117 | 0.918 | 0.084 | 0.000 | 0.466 | 0.059 | 0.000 | 1.000 | 0.000 | 0.000 | 0.193 | 0.218 | 1.000 | 0.151 | 0.000 | 0.000 | 0.583 | 0.000 | 0.483 | 0.636 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 1.000 | 0.000 | 0.057 | 0.000 | 0.055 | 0.000 | 0.000 | 0.153 | 0.153 | 0.000 | 0.000 | 0.162 | 0.000 | 0.058 | 0.000 |
| home_ownership | 0.005 | 0.035 | 0.110 | 0.038 | 0.006 | 0.118 | 0.081 | 0.079 | 0.025 | 0.019 | 0.000 | 0.000 | 0.000 | 0.014 | 0.064 | 0.010 | 0.000 | 0.022 | 0.000 | 0.030 | 0.090 | 0.045 | 0.045 | 0.081 | 0.081 | 0.037 | 0.066 | 0.000 | 0.003 | 0.070 | 0.000 | 0.114 | 0.106 | 0.042 | 1.000 | 1.000 | 0.031 | 0.045 | 0.042 | 0.046 | 0.008 | 0.067 | 0.039 | 0.047 | 0.047 | 0.048 | 0.081 | 0.030 | 0.000 | 0.082 | 0.097 | 0.000 | 0.020 | 0.092 | 0.029 | 0.003 | 0.029 | 0.027 | 0.018 | 0.000 | 0.027 | 0.017 | 0.000 | 0.016 | 0.031 | 0.027 | 0.046 | 0.021 | 0.039 | 0.055 | 0.032 | 0.058 | 0.000 | 0.005 | 0.000 | 0.023 | 0.061 | 0.033 | 0.032 | 0.029 | 0.043 | 0.000 | 0.010 | 0.000 | 0.034 | 0.034 | 0.016 | 0.022 | 0.000 | 0.004 | 0.085 | 0.000 | 0.000 | 0.026 | 0.119 | 0.024 | 0.000 | 0.059 | 0.161 | 0.161 | 0.069 | 0.278 | 0.033 | 0.089 | 0.093 | 0.072 | 0.017 | 0.080 | 0.036 | 0.025 | 0.098 | 0.044 | 0.000 | 0.107 | 0.000 | 0.092 | 0.023 | 0.099 | 0.031 | 0.029 | 0.039 | 0.063 | 0.031 | 0.067 | 0.067 | 0.041 | 0.003 | 0.066 | 0.034 | 0.027 | 0.029 |
| id | -0.020 | 0.002 | 1.000 | -0.120 | 0.037 | 0.064 | 1.000 | -0.007 | 0.179 | -0.191 | -0.004 | -0.162 | 0.021 | 1.000 | 1.000 | -0.029 | -0.010 | 1.000 | 0.032 | 0.044 | 1.000 | 0.111 | 0.111 | 0.023 | 0.027 | 1.000 | 0.250 | 0.009 | 1.000 | 0.047 | 1.000 | 0.319 | 1.000 | 1.000 | 1.000 | 1.000 | -0.057 | 1.000 | 0.046 | -0.057 | -0.111 | 0.012 | -0.079 | 0.121 | 0.121 | -0.203 | 0.023 | 1.000 | -0.010 | -0.016 | -0.039 | 0.035 | 0.018 | -0.074 | 0.037 | 0.056 | 0.128 | 0.016 | 0.003 | 0.001 | 0.032 | 0.025 | -0.004 | -0.042 | -0.073 | -0.007 | -0.145 | -0.016 | -0.034 | -0.129 | -0.074 | -0.018 | 1.000 | 1.000 | -0.025 | -0.011 | -0.001 | -0.036 | -0.010 | -0.024 | -0.022 | -0.052 | -0.059 | 0.241 | 0.685 | 0.685 | 0.021 | -0.194 | -0.005 | 0.026 | 1.000 | 1.000 | -0.180 | -0.039 | 0.075 | -0.182 | -0.028 | -0.047 | 0.102 | 0.102 | -0.019 | -0.012 | 0.045 | -0.025 | -0.017 | 0.026 | -0.074 | 0.155 | 0.181 | 1.000 | 0.386 | 1.000 | -0.033 | 1.000 | 0.016 | -0.004 | 0.032 | -0.095 | 0.014 | -0.017 | 0.098 | 0.006 | 0.053 | -0.491 | -0.488 | -0.308 | -0.042 | -0.494 | 0.088 | 1.000 | 1.000 |
| il_util | -0.017 | 0.250 | 0.014 | 0.554 | -0.064 | -0.084 | 0.000 | 0.074 | -0.051 | -0.061 | 0.008 | 0.053 | 0.007 | 0.008 | 0.052 | -0.031 | -0.020 | 0.018 | -0.040 | -0.017 | 0.040 | -0.121 | -0.121 | -0.098 | -0.098 | 0.061 | -0.022 | -0.048 | 0.000 | -0.002 | 0.000 | -0.098 | 0.000 | 0.000 | 0.031 | -0.057 | 1.000 | 0.022 | 0.184 | 0.207 | 0.099 | -0.090 | 0.160 | -0.109 | -0.109 | -0.008 | -0.098 | 0.038 | -0.135 | -0.021 | -0.113 | -0.065 | -0.218 | -0.043 | 0.061 | 0.009 | -0.066 | -0.443 | -0.052 | 0.065 | -0.099 | 0.068 | 0.073 | -0.083 | -0.069 | -0.066 | -0.071 | 0.220 | -0.044 | -0.056 | -0.070 | 0.095 | 0.000 | 0.000 | 0.003 | 0.268 | 0.094 | 0.214 | 0.210 | 0.412 | 0.363 | 0.067 | 0.089 | 0.004 | -0.105 | -0.105 | -0.030 | -0.054 | 0.029 | 0.023 | 0.006 | 0.000 | 0.053 | -0.149 | -0.081 | -0.071 | -0.020 | 0.011 | -0.084 | -0.084 | 0.073 | -0.027 | 0.004 | -0.034 | -0.004 | 0.041 | -0.037 | -0.058 | -0.018 | 0.048 | -0.046 | 0.054 | 0.007 | 0.039 | 0.040 | 0.103 | 0.007 | 0.098 | 0.280 | 0.424 | -0.125 | 0.030 | 0.168 | -0.031 | -0.031 | -0.021 | 0.023 | -0.041 | -0.120 | 0.072 | 0.023 |
| initial_list_status | 0.012 | 0.011 | 0.037 | 0.049 | 0.009 | 0.071 | 0.091 | 0.023 | 0.047 | 0.092 | 0.002 | 0.018 | 0.004 | 0.028 | 0.061 | 0.009 | 0.006 | 0.085 | 0.015 | 0.060 | 0.037 | 0.089 | 0.089 | 0.113 | 0.112 | 0.140 | 0.000 | 0.000 | 0.000 | 0.147 | 0.000 | 0.080 | 0.034 | 0.000 | 0.045 | 1.000 | 0.022 | 1.000 | 0.027 | 0.034 | 0.082 | 0.061 | 0.137 | 0.092 | 0.092 | 0.063 | 0.112 | 0.255 | 0.000 | 0.025 | 0.037 | 0.022 | 0.018 | 0.015 | 0.000 | 0.038 | 0.055 | 0.009 | 0.019 | 0.023 | 0.038 | 0.015 | 0.000 | 0.012 | 0.024 | 0.031 | 0.015 | 0.007 | 0.022 | 0.013 | 0.022 | 0.030 | 0.008 | 0.011 | 0.007 | 0.020 | 0.041 | 0.041 | 0.003 | 0.032 | 0.018 | 0.027 | 0.028 | 0.000 | 0.252 | 0.252 | 0.018 | 0.096 | 0.000 | 0.006 | 0.065 | 0.000 | 0.019 | 0.011 | 0.068 | 0.085 | 0.000 | 0.032 | 0.106 | 0.106 | 0.032 | 0.071 | 0.000 | 0.000 | 0.000 | 0.000 | 0.036 | 0.030 | 0.152 | 0.100 | 0.196 | 0.144 | 0.006 | 0.153 | 0.000 | 0.028 | 0.000 | 0.019 | 0.031 | 0.014 | 0.050 | 0.011 | 0.035 | 0.092 | 0.090 | 0.042 | 0.012 | 0.114 | 0.023 | 0.084 | 0.000 |
| inq_fi | -0.003 | 0.319 | 0.047 | 0.080 | 0.120 | 0.080 | 0.014 | 0.135 | 0.027 | -0.083 | 0.008 | 0.027 | 0.008 | 0.013 | 0.039 | 0.014 | -0.007 | 0.007 | 0.102 | 0.113 | 0.009 | -0.047 | -0.047 | -0.002 | -0.002 | 0.045 | 0.193 | -0.065 | 0.000 | -0.006 | 0.000 | 0.090 | 0.000 | 0.000 | 0.042 | 0.046 | 0.184 | 0.027 | 1.000 | 0.480 | 0.212 | 0.006 | 0.134 | -0.084 | -0.084 | 0.031 | -0.002 | 0.021 | -0.084 | 0.010 | -0.032 | -0.073 | -0.174 | 0.111 | 0.024 | 0.039 | -0.043 | -0.333 | -0.066 | 0.048 | -0.226 | 0.051 | 0.080 | -0.009 | 0.003 | 0.022 | 0.050 | 0.218 | 0.061 | 0.067 | 0.011 | 0.131 | 0.007 | 0.000 | -0.002 | 0.248 | 0.130 | 0.161 | 0.197 | 0.314 | 0.419 | 0.081 | 0.113 | 0.191 | -0.017 | -0.017 | -0.042 | -0.078 | 0.079 | 0.074 | 0.021 | 0.000 | 0.027 | -0.073 | 0.001 | -0.094 | 0.005 | 0.024 | -0.062 | -0.062 | 0.110 | 0.068 | 0.022 | 0.018 | 0.054 | 0.072 | -0.042 | 0.025 | -0.013 | 0.000 | 0.040 | 0.043 | 0.025 | 0.022 | 0.051 | 0.172 | 0.158 | 0.173 | 0.184 | 0.259 | -0.034 | 0.102 | 0.225 | -0.021 | -0.021 | -0.001 | 0.016 | -0.037 | -0.014 | 0.035 | 0.028 |
| inq_last_12m | 0.006 | 0.431 | 0.040 | 0.026 | 0.132 | 0.075 | 0.007 | 0.105 | 0.051 | -0.119 | 0.012 | 0.057 | 0.018 | 0.009 | 0.051 | 0.035 | -0.000 | 0.013 | 0.036 | 0.035 | 0.010 | -0.127 | -0.127 | 0.004 | 0.004 | 0.055 | 0.164 | 0.043 | 0.000 | 0.109 | 0.071 | 0.112 | 0.095 | 0.000 | 0.046 | -0.057 | 0.207 | 0.034 | 0.480 | 1.000 | 0.540 | 0.018 | 0.171 | -0.147 | -0.147 | 0.065 | 0.004 | 0.040 | -0.103 | 0.017 | -0.041 | -0.275 | -0.377 | 0.126 | 0.020 | 0.011 | -0.104 | -0.357 | -0.218 | 0.041 | -0.677 | 0.036 | 0.090 | 0.056 | 0.104 | 0.103 | 0.125 | 0.173 | 0.163 | 0.165 | 0.099 | 0.200 | 0.000 | 0.000 | 0.025 | 0.517 | 0.201 | 0.365 | 0.138 | 0.392 | 0.310 | 0.330 | 0.307 | 0.146 | -0.087 | -0.087 | -0.061 | -0.108 | 0.120 | 0.109 | 0.020 | 0.000 | 0.057 | -0.060 | -0.070 | -0.136 | -0.004 | 0.034 | -0.104 | -0.104 | 0.184 | 0.050 | 0.036 | 0.019 | 0.041 | 0.050 | -0.079 | 0.010 | -0.069 | 0.000 | 0.034 | 0.051 | 0.039 | 0.012 | 0.059 | 0.172 | 0.163 | 0.219 | 0.159 | 0.219 | -0.018 | 0.089 | 0.178 | 0.047 | 0.047 | 0.048 | 0.032 | 0.030 | 0.025 | 0.048 | 0.036 |
| inq_last_6mths | -0.003 | 0.277 | 0.026 | -0.040 | 0.043 | 0.040 | 0.038 | -0.026 | 0.017 | -0.074 | 0.007 | 0.069 | 0.010 | 0.000 | 0.069 | 0.021 | -0.003 | 0.033 | -0.006 | 0.015 | 0.002 | -0.108 | -0.108 | -0.035 | -0.036 | 0.072 | 0.061 | 0.003 | 0.000 | 0.057 | 0.000 | -0.018 | 0.078 | 0.000 | 0.008 | -0.111 | 0.099 | 0.082 | 0.212 | 0.540 | 1.000 | -0.014 | 0.191 | -0.127 | -0.127 | 0.034 | -0.035 | 0.171 | -0.090 | 0.006 | -0.017 | -0.323 | -0.353 | 0.032 | 0.020 | -0.014 | -0.088 | -0.178 | -0.224 | 0.044 | -0.698 | 0.036 | 0.056 | 0.063 | 0.113 | 0.097 | 0.120 | 0.072 | 0.138 | 0.147 | 0.103 | 0.137 | 0.006 | 0.000 | 0.035 | 0.324 | 0.136 | 0.410 | 0.060 | 0.163 | 0.142 | 0.310 | 0.271 | 0.051 | -0.108 | -0.108 | -0.049 | -0.062 | 0.081 | 0.072 | 0.033 | 0.000 | 0.072 | -0.050 | -0.022 | -0.085 | 0.006 | 0.022 | -0.073 | -0.073 | 0.296 | 0.008 | -0.010 | 0.015 | 0.026 | 0.033 | -0.038 | -0.022 | 0.020 | 0.034 | -0.025 | 0.085 | 0.024 | 0.000 | 0.037 | 0.028 | 0.030 | 0.144 | 0.036 | 0.076 | -0.030 | 0.032 | 0.048 | 0.021 | 0.020 | 0.035 | 0.023 | 0.008 | 0.004 | 0.051 | 0.018 |
| installment | 0.001 | 0.010 | 0.021 | 0.034 | 0.440 | 0.362 | 0.102 | 0.237 | 0.178 | 0.080 | -0.007 | 0.040 | -0.023 | 0.010 | 0.040 | 0.014 | -0.000 | 0.044 | 0.062 | 0.075 | 0.028 | 0.074 | 0.074 | 0.964 | 0.963 | 0.070 | 0.766 | 0.054 | 0.020 | 0.329 | 0.000 | 0.840 | 0.028 | 0.000 | 0.067 | 0.012 | -0.090 | 0.061 | 0.006 | 0.018 | -0.014 | 1.000 | 0.109 | 0.071 | 0.071 | 0.478 | 0.964 | 0.024 | 0.382 | 0.114 | 0.161 | 0.032 | 0.018 | 0.191 | -0.026 | 0.009 | 0.017 | 0.006 | 0.017 | -0.050 | -0.005 | -0.038 | -0.050 | 0.205 | 0.170 | 0.215 | 0.203 | 0.100 | 0.176 | 0.179 | 0.169 | 0.191 | 0.000 | 0.016 | -0.022 | -0.016 | 0.194 | -0.014 | 0.081 | -0.005 | 0.028 | -0.024 | -0.009 | 0.754 | 0.169 | 0.169 | 0.049 | 0.062 | -0.065 | -0.078 | 0.091 | 0.000 | 0.039 | 0.442 | 0.387 | 0.137 | -0.061 | -0.069 | 0.161 | 0.161 | -0.077 | 0.166 | 0.100 | 0.211 | 0.213 | 0.060 | 0.047 | 0.768 | -0.058 | 0.144 | 0.302 | 0.067 | 0.019 | 0.301 | -0.071 | 0.290 | 0.315 | 0.200 | 0.317 | 0.163 | 0.364 | 0.060 | 0.199 | 0.665 | 0.665 | 0.666 | 0.010 | 0.566 | 0.382 | 0.152 | 0.142 |
| int_rate | 0.023 | 0.166 | 0.011 | 0.319 | -0.134 | -0.166 | 0.055 | -0.087 | -0.372 | 0.306 | 0.018 | 0.169 | 0.023 | 0.051 | 0.210 | 0.074 | 0.016 | 0.163 | 0.188 | 0.225 | 0.005 | -0.431 | -0.431 | 0.090 | 0.090 | 0.686 | 0.571 | -0.014 | 0.015 | 0.246 | 0.000 | 0.247 | 0.000 | 0.126 | 0.039 | -0.079 | 0.160 | 0.137 | 0.134 | 0.171 | 0.191 | 0.109 | 1.000 | -0.388 | -0.388 | 0.044 | 0.090 | 0.079 | -0.075 | -0.063 | -0.145 | -0.117 | -0.144 | -0.112 | -0.047 | -0.036 | -0.015 | -0.153 | -0.092 | -0.026 | -0.159 | -0.030 | 0.079 | 0.016 | 0.083 | -0.076 | -0.100 | 0.003 | -0.028 | -0.070 | 0.082 | -0.030 | 0.030 | 0.009 | 0.047 | 0.178 | -0.026 | 0.128 | 0.054 | 0.157 | 0.148 | 0.114 | 0.130 | 0.583 | -0.029 | -0.029 | -0.101 | 0.300 | 0.070 | 0.059 | 0.063 | 0.002 | 0.173 | -0.020 | -0.022 | 0.288 | 0.079 | 0.080 | -0.399 | -0.399 | 0.095 | -0.132 | -0.124 | -0.098 | -0.035 | 0.047 | 0.298 | 0.311 | -0.020 | 0.085 | 0.158 | 0.728 | 0.027 | 0.365 | 0.057 | -0.091 | -0.155 | -0.060 | 0.016 | 0.059 | -0.281 | 0.009 | 0.000 | 0.066 | 0.066 | 0.390 | 0.077 | -0.069 | -0.253 | 0.185 | 0.097 |
| last_fico_range_high | -0.015 | -0.150 | 0.022 | -0.254 | 0.084 | 0.064 | 0.072 | 0.108 | 0.313 | -0.226 | -0.027 | -0.404 | -0.048 | 0.187 | 0.672 | -0.119 | -0.016 | 0.074 | -0.063 | -0.073 | 0.015 | 0.427 | 0.427 | 0.102 | 0.103 | 0.172 | -0.000 | -0.203 | 0.018 | -0.120 | 0.128 | 0.062 | 0.136 | 0.190 | 0.047 | 0.121 | -0.109 | 0.092 | -0.084 | -0.147 | -0.127 | 0.071 | -0.388 | 1.000 | 1.000 | 0.183 | 0.102 | 0.305 | 0.120 | 0.046 | 0.139 | 0.107 | 0.104 | 0.107 | 0.083 | 0.078 | 0.123 | 0.075 | 0.094 | 0.053 | 0.107 | 0.058 | -0.118 | -0.044 | -0.103 | 0.039 | 0.055 | -0.009 | 0.004 | 0.037 | -0.101 | 0.010 | 0.007 | 0.004 | -0.078 | -0.135 | 0.008 | -0.097 | -0.019 | -0.076 | -0.079 | -0.116 | -0.144 | 0.039 | 0.148 | 0.148 | 0.173 | -0.217 | -0.101 | -0.085 | 0.038 | 0.015 | -0.409 | 0.069 | 0.073 | -0.213 | -0.030 | -0.082 | 0.389 | 0.389 | -0.117 | 0.064 | 0.021 | 0.038 | 0.023 | 0.009 | -0.208 | 0.160 | -0.058 | 0.208 | -0.123 | 0.182 | -0.040 | 0.042 | -0.103 | 0.102 | 0.156 | 0.032 | 0.025 | -0.014 | 0.272 | 0.008 | 0.020 | 0.120 | 0.121 | -0.072 | -0.187 | 0.201 | 0.256 | 0.090 | 0.000 |
| last_fico_range_low | -0.015 | -0.150 | 0.023 | -0.254 | 0.084 | 0.064 | 0.072 | 0.108 | 0.313 | -0.226 | -0.027 | -0.404 | -0.048 | 0.187 | 0.672 | -0.119 | -0.016 | 0.074 | -0.063 | -0.073 | 0.015 | 0.427 | 0.427 | 0.102 | 0.103 | 0.172 | -0.000 | -0.203 | 0.018 | -0.120 | 0.119 | 0.062 | 0.126 | 0.188 | 0.047 | 0.121 | -0.109 | 0.092 | -0.084 | -0.147 | -0.127 | 0.071 | -0.388 | 1.000 | 1.000 | 0.183 | 0.102 | 0.306 | 0.120 | 0.046 | 0.139 | 0.107 | 0.104 | 0.107 | 0.083 | 0.078 | 0.123 | 0.075 | 0.094 | 0.053 | 0.107 | 0.058 | -0.118 | -0.044 | -0.103 | 0.039 | 0.055 | -0.009 | 0.004 | 0.037 | -0.101 | 0.010 | 0.007 | 0.004 | -0.078 | -0.135 | 0.008 | -0.097 | -0.019 | -0.076 | -0.079 | -0.116 | -0.144 | 0.039 | 0.148 | 0.148 | 0.173 | -0.217 | -0.101 | -0.085 | 0.035 | 0.015 | -0.409 | 0.069 | 0.073 | -0.213 | -0.030 | -0.082 | 0.389 | 0.389 | -0.117 | 0.064 | 0.021 | 0.038 | 0.023 | 0.009 | -0.208 | 0.160 | -0.058 | 0.209 | -0.123 | 0.182 | -0.040 | 0.042 | -0.103 | 0.102 | 0.156 | 0.032 | 0.025 | -0.014 | 0.272 | 0.008 | 0.020 | 0.120 | 0.121 | -0.072 | -0.187 | 0.201 | 0.256 | 0.090 | 0.000 |
| last_pymnt_amnt | -0.000 | 0.062 | 0.013 | 0.020 | 0.258 | 0.254 | 0.077 | 0.175 | 0.091 | 0.023 | 0.004 | -0.157 | -0.023 | 0.069 | 0.216 | 0.002 | -0.002 | 0.082 | -0.022 | 0.001 | 0.017 | 0.042 | 0.042 | 0.462 | 0.461 | 0.050 | 0.494 | -0.089 | 0.000 | 0.202 | 0.071 | 0.483 | 0.000 | 0.000 | 0.048 | -0.203 | -0.008 | 0.063 | 0.031 | 0.065 | 0.034 | 0.478 | 0.044 | 0.183 | 0.183 | 1.000 | 0.462 | 0.207 | 0.206 | 0.063 | 0.091 | -0.006 | -0.022 | 0.173 | 0.005 | 0.020 | -0.015 | -0.049 | -0.006 | 0.015 | -0.033 | 0.008 | -0.009 | 0.067 | 0.048 | 0.100 | 0.159 | 0.108 | 0.087 | 0.147 | 0.047 | 0.103 | 0.000 | 0.011 | -0.011 | 0.041 | 0.105 | 0.029 | 0.056 | 0.050 | 0.081 | 0.017 | 0.026 | 0.504 | -0.323 | -0.323 | 0.026 | 0.022 | -0.005 | -0.014 | 0.028 | 0.000 | -0.162 | 0.199 | 0.247 | 0.045 | -0.051 | -0.053 | 0.128 | 0.128 | -0.058 | 0.157 | 0.056 | 0.152 | 0.155 | 0.052 | 0.011 | 0.574 | -0.091 | 1.000 | 0.198 | 0.044 | 0.016 | 0.202 | -0.038 | 0.198 | 0.206 | 0.179 | 0.175 | 0.121 | 0.172 | 0.065 | 0.117 | 0.605 | 0.605 | 0.258 | -0.080 | 0.634 | 0.185 | 0.074 | 0.078 |
| loan_amnt | 0.001 | -0.005 | 0.023 | 0.009 | 0.463 | 0.402 | 0.137 | 0.270 | 0.216 | 0.053 | -0.009 | 0.036 | -0.026 | 0.016 | 0.051 | 0.004 | -0.001 | 0.094 | 0.056 | 0.059 | 0.032 | 0.127 | 0.127 | 1.000 | 0.999 | 0.071 | 0.795 | 0.062 | 0.004 | 0.379 | 0.000 | 0.882 | 0.000 | 0.000 | 0.081 | 0.023 | -0.098 | 0.112 | -0.002 | 0.004 | -0.035 | 0.964 | 0.090 | 0.102 | 0.102 | 0.462 | 1.000 | 0.049 | 0.399 | 0.137 | 0.186 | 0.052 | 0.032 | 0.225 | -0.020 | 0.019 | 0.027 | 0.013 | 0.036 | -0.045 | 0.009 | -0.033 | -0.059 | 0.199 | 0.160 | 0.219 | 0.212 | 0.120 | 0.178 | 0.188 | 0.159 | 0.201 | 0.000 | 0.006 | -0.030 | -0.035 | 0.204 | -0.028 | 0.088 | -0.013 | 0.023 | -0.044 | -0.032 | 0.786 | 0.218 | 0.218 | 0.064 | 0.038 | -0.075 | -0.085 | 0.095 | 0.000 | 0.034 | 0.457 | 0.418 | 0.114 | -0.066 | -0.086 | 0.233 | 0.233 | -0.086 | 0.214 | 0.125 | 0.238 | 0.240 | 0.087 | 0.009 | 0.823 | -0.062 | 0.136 | 0.325 | 0.063 | 0.013 | 0.440 | -0.080 | 0.324 | 0.354 | 0.222 | 0.338 | 0.174 | 0.398 | 0.072 | 0.217 | 0.661 | 0.661 | 0.701 | 0.005 | 0.547 | 0.418 | 0.155 | 0.173 |
| loan_status | 0.000 | 0.042 | 0.025 | 0.030 | 0.000 | 0.000 | 0.186 | 0.014 | 0.022 | 0.040 | 0.000 | 0.124 | 0.000 | 0.325 | 1.000 | 0.000 | 0.000 | 0.194 | 0.005 | 0.042 | 0.017 | 0.110 | 0.110 | 0.049 | 0.051 | 0.100 | 0.069 | 0.141 | 0.206 | 0.000 | 0.135 | 0.115 | 0.159 | 0.604 | 0.030 | 1.000 | 0.038 | 0.255 | 0.021 | 0.040 | 0.171 | 0.024 | 0.079 | 0.305 | 0.306 | 0.207 | 0.049 | 1.000 | 0.000 | 0.019 | 0.033 | 0.023 | 0.021 | 0.030 | 0.006 | 0.011 | 0.099 | 0.016 | 0.020 | 0.030 | 0.031 | 0.021 | 0.002 | 0.015 | 0.023 | 0.004 | 0.038 | 0.005 | 0.017 | 0.033 | 0.022 | 0.012 | 0.000 | 0.000 | 0.000 | 0.034 | 0.010 | 0.029 | 0.007 | 0.029 | 0.036 | 0.032 | 0.036 | 0.072 | 0.283 | 0.283 | 0.014 | 0.046 | 0.000 | 0.010 | 0.071 | 0.197 | 0.128 | 0.008 | 0.000 | 0.033 | 0.000 | 0.034 | 0.070 | 0.070 | 0.069 | 0.022 | 0.000 | 0.000 | 0.019 | 0.000 | 0.077 | 0.009 | 0.015 | 0.108 | 0.077 | 0.093 | 0.000 | 0.180 | 0.000 | 0.015 | 0.000 | 0.029 | 0.014 | 0.016 | 0.024 | 0.009 | 0.022 | 0.158 | 0.157 | 0.024 | 0.060 | 0.198 | 0.007 | 0.083 | 0.055 |
| max_bal_bc | -0.004 | -0.098 | 0.000 | 0.157 | 0.378 | 0.304 | 0.000 | 0.294 | 0.204 | 0.386 | -0.025 | -0.022 | -0.061 | 0.000 | 0.008 | -0.050 | -0.003 | 0.018 | 0.172 | 0.157 | 0.010 | 0.076 | 0.076 | 0.399 | 0.399 | 0.000 | 0.268 | 0.049 | 0.000 | 0.055 | 0.000 | 0.359 | 0.000 | 0.118 | 0.000 | -0.010 | -0.135 | 0.000 | -0.084 | -0.103 | -0.090 | 0.382 | -0.075 | 0.120 | 0.120 | 0.206 | 0.399 | 0.000 | 1.000 | 0.149 | 0.258 | 0.101 | 0.105 | 0.222 | 0.015 | 0.064 | 0.083 | 0.076 | 0.070 | -0.018 | 0.086 | -0.004 | -0.142 | 0.330 | 0.224 | 0.292 | 0.265 | 0.086 | 0.178 | 0.192 | 0.221 | 0.207 | 0.000 | 0.000 | -0.063 | -0.113 | 0.207 | -0.106 | 0.084 | -0.073 | -0.044 | -0.099 | -0.109 | 0.252 | 0.153 | 0.153 | 0.137 | 0.309 | -0.130 | -0.124 | 0.000 | 0.000 | -0.022 | 0.791 | 0.551 | 0.406 | -0.058 | -0.087 | 0.198 | 0.198 | -0.109 | 0.203 | 0.084 | 0.142 | 0.153 | 0.029 | 0.112 | 0.355 | -0.017 | 0.000 | 0.142 | 0.000 | -0.026 | 0.000 | -0.158 | 0.344 | 0.360 | 0.199 | 0.409 | 0.124 | 0.645 | -0.001 | 0.178 | 0.263 | 0.263 | 0.260 | -0.020 | 0.231 | 0.562 | 0.004 | 1.000 |
| mo_sin_old_il_acct | 0.016 | 0.005 | 0.038 | 0.060 | 0.217 | 0.199 | 0.004 | 0.201 | 0.028 | 0.059 | 0.020 | -0.012 | 0.009 | 0.000 | 0.018 | 0.086 | 0.014 | 0.021 | 0.067 | 0.069 | 0.052 | 0.024 | 0.024 | 0.137 | 0.137 | 0.022 | 0.075 | 0.083 | 0.000 | 0.080 | 0.073 | 0.093 | 0.000 | 0.000 | 0.082 | -0.016 | -0.021 | 0.025 | 0.010 | 0.017 | 0.006 | 0.114 | -0.063 | 0.046 | 0.046 | 0.063 | 0.137 | 0.019 | 0.149 | 1.000 | 0.290 | 0.011 | -0.016 | 0.233 | -0.008 | -0.007 | -0.064 | -0.021 | 0.031 | -0.010 | -0.011 | -0.013 | 0.118 | 0.040 | 0.071 | 0.040 | 0.134 | 0.437 | 0.072 | 0.169 | 0.070 | 0.153 | 0.016 | 0.000 | 0.057 | 0.013 | 0.155 | 0.016 | 0.204 | 0.032 | 0.053 | -0.016 | -0.036 | 0.087 | 0.028 | 0.028 | -0.142 | 0.053 | 0.040 | 0.029 | 0.018 | 0.000 | -0.013 | 0.161 | 0.186 | 0.068 | -0.018 | -0.008 | 0.095 | 0.095 | -0.010 | 0.165 | 0.053 | 0.123 | 0.115 | 0.087 | 0.004 | 0.156 | -0.028 | 0.000 | 0.060 | 0.019 | 0.022 | 0.086 | 0.019 | 0.243 | 0.247 | 0.373 | 0.257 | 0.228 | 0.105 | 0.119 | 0.242 | 0.102 | 0.102 | 0.087 | -0.010 | 0.092 | 0.136 | 0.021 | 0.032 |
| mo_sin_old_rev_tl_op | 0.031 | -0.056 | 0.017 | -0.062 | 0.238 | 0.230 | 0.030 | 0.177 | 0.157 | 0.017 | 0.034 | -0.034 | -0.013 | 0.005 | 0.043 | 0.107 | 0.023 | 0.014 | 0.063 | 0.046 | 0.083 | 0.112 | 0.112 | 0.186 | 0.186 | 0.054 | 0.079 | -0.010 | 0.006 | 0.046 | 0.140 | 0.154 | 0.000 | 0.096 | 0.097 | -0.039 | -0.113 | 0.037 | -0.032 | -0.041 | -0.017 | 0.161 | -0.145 | 0.139 | 0.139 | 0.091 | 0.186 | 0.033 | 0.258 | 0.290 | 1.000 | 0.036 | 0.011 | 0.344 | -0.053 | -0.007 | -0.164 | 0.016 | 0.068 | 0.016 | 0.012 | -0.007 | 0.096 | 0.121 | 0.164 | 0.159 | 0.357 | 0.046 | 0.210 | 0.414 | 0.161 | 0.165 | 0.004 | 0.019 | 0.051 | -0.028 | 0.169 | -0.009 | -0.025 | -0.007 | -0.002 | -0.044 | -0.080 | 0.123 | 0.019 | 0.019 | -0.143 | 0.037 | 0.044 | 0.041 | 0.024 | 0.000 | -0.033 | 0.299 | 0.277 | 0.033 | 0.014 | -0.040 | 0.168 | 0.168 | -0.020 | 0.225 | 0.044 | 0.271 | 0.132 | -0.008 | -0.024 | 0.108 | 0.001 | 0.044 | 0.031 | 0.048 | 0.015 | 0.081 | -0.022 | 0.216 | 0.256 | 0.345 | 0.146 | 0.018 | 0.274 | 0.069 | 0.039 | 0.161 | 0.161 | 0.104 | -0.012 | 0.160 | 0.327 | 0.040 | 0.054 |
| mo_sin_rcnt_rev_tl_op | 0.000 | -0.520 | 0.014 | 0.145 | 0.015 | 0.006 | 0.035 | 0.131 | -0.127 | 0.169 | -0.000 | -0.055 | -0.017 | 0.009 | 0.040 | 0.014 | 0.001 | 0.000 | 0.004 | 0.014 | 0.009 | 0.107 | 0.107 | 0.052 | 0.052 | 0.030 | 0.071 | 0.101 | 0.000 | 0.067 | 0.000 | 0.095 | 0.000 | 0.000 | 0.000 | 0.035 | -0.065 | 0.022 | -0.073 | -0.275 | -0.323 | 0.032 | -0.117 | 0.107 | 0.107 | -0.006 | 0.052 | 0.023 | 0.101 | 0.011 | 0.036 | 1.000 | 0.762 | 0.010 | -0.069 | -0.035 | 0.094 | 0.070 | 0.706 | -0.088 | 0.247 | -0.067 | -0.069 | -0.175 | -0.271 | -0.225 | -0.202 | -0.011 | -0.330 | -0.271 | -0.267 | -0.264 | 0.000 | 0.000 | -0.007 | -0.643 | -0.265 | -0.678 | 0.008 | -0.068 | -0.060 | -0.824 | -0.678 | 0.083 | 0.068 | 0.068 | 0.036 | 0.137 | -0.079 | -0.069 | 0.012 | 0.000 | -0.056 | 0.021 | 0.034 | 0.199 | -0.026 | -0.028 | 0.104 | 0.104 | -0.130 | 0.050 | 0.001 | -0.080 | -0.066 | 0.013 | 0.122 | 0.065 | 0.014 | 0.022 | -0.010 | 0.023 | -0.017 | 0.010 | -0.067 | 0.021 | 0.000 | -0.185 | 0.013 | -0.009 | -0.035 | -0.013 | 0.008 | 0.012 | 0.012 | 0.004 | -0.007 | 0.018 | -0.096 | 0.028 | 0.000 |
| mo_sin_rcnt_tl | 0.001 | -0.530 | 0.000 | 0.040 | -0.062 | -0.055 | 0.025 | 0.000 | -0.107 | 0.167 | -0.005 | -0.058 | -0.014 | 0.004 | 0.033 | 0.002 | 0.000 | 0.017 | -0.061 | -0.060 | 0.003 | 0.073 | 0.073 | 0.032 | 0.032 | 0.031 | 0.000 | 0.053 | 0.000 | 0.034 | 0.045 | 0.041 | 0.000 | 0.000 | 0.020 | 0.018 | -0.218 | 0.018 | -0.174 | -0.377 | -0.353 | 0.018 | -0.144 | 0.104 | 0.104 | -0.022 | 0.032 | 0.021 | 0.105 | -0.016 | 0.011 | 0.762 | 1.000 | -0.062 | -0.055 | -0.026 | 0.062 | 0.444 | 0.509 | -0.077 | 0.335 | -0.060 | -0.066 | -0.093 | -0.173 | -0.148 | -0.149 | -0.150 | -0.233 | -0.207 | -0.169 | -0.257 | 0.000 | 0.000 | -0.010 | -0.705 | -0.257 | -0.850 | -0.141 | -0.389 | -0.300 | -0.596 | -0.469 | -0.005 | 0.059 | 0.059 | 0.037 | 0.137 | -0.068 | -0.060 | 0.009 | 0.000 | -0.059 | 0.050 | -0.005 | 0.187 | -0.000 | -0.017 | 0.043 | 0.043 | -0.140 | -0.023 | -0.019 | -0.057 | -0.066 | -0.050 | 0.126 | 0.027 | -0.045 | 0.000 | 0.001 | 0.023 | -0.016 | 0.010 | -0.056 | -0.096 | -0.101 | -0.231 | -0.113 | -0.172 | -0.011 | -0.085 | -0.130 | 0.009 | 0.009 | -0.005 | -0.012 | 0.021 | -0.067 | 0.023 | 0.034 |
| mort_acc | 0.027 | 0.094 | 0.032 | 0.008 | 0.359 | 0.323 | 0.007 | 0.640 | 0.102 | 0.027 | 0.033 | -0.033 | -0.017 | 0.004 | 0.024 | 0.110 | 0.020 | 0.013 | -0.011 | -0.023 | 0.042 | 0.089 | 0.089 | 0.225 | 0.225 | 0.021 | 0.150 | -0.071 | 0.000 | -0.001 | 0.106 | 0.219 | 0.000 | 0.000 | 0.092 | -0.074 | -0.043 | 0.015 | 0.111 | 0.126 | 0.032 | 0.191 | -0.112 | 0.107 | 0.107 | 0.173 | 0.225 | 0.030 | 0.222 | 0.233 | 0.344 | 0.010 | -0.062 | 1.000 | -0.073 | -0.044 | -0.121 | -0.084 | 0.041 | -0.020 | -0.047 | -0.033 | 0.093 | 0.037 | 0.070 | 0.065 | 0.201 | 0.170 | 0.098 | 0.245 | 0.069 | 0.166 | 0.000 | 0.005 | 0.052 | 0.082 | 0.168 | 0.075 | 0.073 | 0.087 | 0.122 | -0.014 | -0.034 | 0.182 | -0.024 | -0.024 | -0.108 | 0.031 | 0.006 | 0.007 | 0.025 | 0.000 | -0.033 | 0.254 | 0.251 | 0.051 | -0.044 | -0.065 | 0.231 | 0.231 | -0.042 | 0.662 | 0.123 | 0.198 | 0.165 | 0.080 | -0.055 | 0.161 | -0.039 | 0.025 | 0.026 | 0.022 | -0.006 | 0.052 | -0.021 | 0.655 | 0.663 | 0.392 | 0.223 | 0.151 | 0.194 | 0.193 | 0.153 | 0.206 | 0.206 | 0.123 | -0.022 | 0.202 | 0.254 | 0.029 | 0.000 |
| mths_since_last_delinq | -0.144 | 0.123 | 0.000 | 0.020 | -0.070 | -0.104 | 0.000 | -0.072 | 0.015 | 0.001 | -0.118 | -0.010 | -0.048 | 0.000 | 0.004 | -0.820 | -0.124 | 0.000 | 0.009 | 0.070 | 0.017 | 0.105 | 0.105 | -0.020 | -0.020 | 0.027 | -0.014 | -0.042 | 0.000 | -0.019 | 0.000 | 0.005 | 0.000 | 0.053 | 0.029 | 0.037 | 0.061 | 0.000 | 0.024 | 0.020 | 0.020 | -0.026 | -0.047 | 0.083 | 0.083 | 0.005 | -0.020 | 0.006 | 0.015 | -0.008 | -0.053 | -0.069 | -0.055 | -0.073 | 1.000 | 0.691 | -0.051 | -0.043 | -0.092 | 0.759 | -0.000 | 0.866 | 0.066 | 0.029 | 0.002 | 0.023 | -0.005 | -0.019 | -0.018 | -0.047 | 0.002 | -0.048 | 0.040 | 0.063 | -0.346 | 0.096 | -0.050 | 0.046 | -0.026 | 0.043 | 0.057 | 0.076 | 0.099 | 0.037 | 0.015 | 0.015 | 0.197 | -0.004 | 0.096 | 0.102 | 0.022 | 0.000 | -0.008 | -0.005 | 0.064 | -0.005 | -0.121 | -0.062 | 0.145 | 0.145 | 0.028 | -0.049 | 0.310 | 0.031 | 0.039 | -0.017 | -0.033 | 0.001 | -0.102 | 0.043 | 0.034 | 0.026 | 0.007 | 0.010 | 0.059 | -0.084 | -0.097 | -0.057 | -0.030 | -0.012 | 0.016 | 0.000 | -0.043 | -0.045 | -0.045 | -0.056 | -0.045 | -0.036 | -0.001 | 0.020 | 0.071 |
| mths_since_last_major_derog | -0.099 | 0.133 | 0.020 | -0.006 | -0.022 | -0.124 | 0.016 | -0.029 | 0.053 | -0.003 | -0.211 | -0.013 | -0.143 | 0.000 | 0.019 | -0.543 | -0.076 | 0.015 | 0.032 | 0.128 | 0.018 | 0.088 | 0.088 | 0.019 | 0.019 | 0.023 | 0.089 | 0.082 | 0.000 | 0.102 | 0.000 | 0.055 | 0.081 | 0.119 | 0.003 | 0.056 | 0.009 | 0.038 | 0.039 | 0.011 | -0.014 | 0.009 | -0.036 | 0.078 | 0.078 | 0.020 | 0.019 | 0.011 | 0.064 | -0.007 | -0.007 | -0.035 | -0.026 | -0.044 | 0.691 | 1.000 | 0.071 | -0.049 | -0.061 | 0.581 | 0.026 | 0.555 | -0.058 | 0.050 | 0.034 | 0.042 | -0.005 | -0.038 | 0.038 | -0.035 | 0.040 | 0.007 | 0.093 | 0.026 | -0.691 | 0.063 | 0.004 | 0.006 | -0.023 | 0.045 | 0.081 | 0.031 | 0.080 | 0.103 | 0.028 | 0.028 | 0.127 | -0.000 | 0.082 | 0.073 | 0.015 | 0.000 | -0.014 | 0.041 | 0.085 | -0.021 | -0.107 | -0.010 | 0.173 | 0.173 | -0.002 | -0.032 | 0.462 | -0.055 | 0.018 | 0.010 | 0.003 | -0.029 | -0.064 | 0.000 | -0.072 | 0.019 | 0.019 | 0.020 | 0.055 | -0.025 | -0.027 | -0.063 | 0.000 | 0.004 | 0.063 | 0.012 | -0.010 | -0.012 | -0.012 | -0.021 | -0.028 | -0.010 | 0.060 | 0.014 | 0.038 |
| mths_since_last_record | -0.008 | -0.098 | 0.053 | -0.047 | -0.061 | -0.045 | 0.075 | 0.030 | 0.019 | 0.043 | -0.029 | -0.054 | -0.031 | 0.010 | 0.037 | -0.067 | 0.001 | 0.074 | 0.078 | 0.176 | 0.027 | 0.272 | 0.272 | 0.027 | 0.032 | 0.047 | 0.195 | -0.114 | 0.000 | 0.088 | 0.000 | 0.162 | 0.000 | 0.000 | 0.029 | 0.128 | -0.066 | 0.055 | -0.043 | -0.104 | -0.088 | 0.017 | -0.015 | 0.123 | 0.123 | -0.015 | 0.027 | 0.099 | 0.083 | -0.064 | -0.164 | 0.094 | 0.062 | -0.121 | -0.051 | 0.071 | 1.000 | 0.013 | 0.097 | -0.073 | 0.074 | -0.101 | -0.198 | 0.009 | 0.018 | -0.011 | -0.186 | -0.035 | 0.022 | -0.173 | 0.029 | 0.029 | 0.000 | 0.000 | -0.073 | -0.105 | 0.017 | -0.074 | 0.027 | -0.031 | 0.010 | -0.119 | -0.130 | 0.166 | 0.120 | 0.120 | 0.250 | 0.059 | -0.313 | 0.313 | 0.060 | 0.011 | -0.047 | 0.106 | 0.252 | 0.032 | -0.033 | -0.083 | 0.249 | 0.249 | -0.105 | -0.089 | -0.049 | -0.069 | 0.070 | 0.058 | 0.080 | 0.100 | 0.018 | 0.000 | 0.038 | 0.042 | -0.324 | 0.046 | -0.073 | 0.038 | 0.045 | -0.171 | 0.015 | 0.005 | 0.069 | 0.028 | 0.016 | -0.104 | -0.098 | -0.067 | -0.051 | -0.104 | 0.100 | 0.055 | 0.075 |
| mths_since_rcnt_il | 0.007 | -0.442 | 0.000 | -0.193 | -0.153 | -0.099 | 0.015 | -0.145 | -0.041 | 0.100 | -0.014 | -0.045 | 0.000 | 0.002 | 0.024 | 0.013 | 0.008 | 0.037 | -0.220 | -0.195 | 0.009 | 0.000 | 0.000 | 0.013 | 0.013 | 0.021 | -0.130 | -0.070 | 0.000 | -0.066 | 0.000 | -0.049 | 0.000 | 0.031 | 0.027 | 0.016 | -0.443 | 0.009 | -0.333 | -0.357 | -0.178 | 0.006 | -0.153 | 0.075 | 0.075 | -0.049 | 0.013 | 0.016 | 0.076 | -0.021 | 0.016 | 0.070 | 0.444 | -0.084 | -0.043 | -0.049 | 0.013 | 1.000 | 0.061 | -0.063 | 0.185 | -0.052 | -0.020 | 0.024 | 0.005 | -0.020 | -0.035 | -0.357 | -0.040 | -0.052 | 0.008 | -0.185 | 0.000 | 0.000 | 0.013 | -0.489 | -0.185 | -0.421 | -0.403 | -0.857 | -0.769 | -0.070 | -0.087 | -0.131 | 0.061 | 0.061 | -0.006 | 0.086 | -0.050 | -0.049 | 0.012 | 0.000 | -0.045 | 0.067 | -0.068 | 0.103 | 0.039 | -0.003 | -0.009 | -0.009 | -0.079 | -0.038 | -0.071 | 0.005 | -0.051 | -0.129 | 0.057 | -0.063 | 0.014 | 0.000 | 0.010 | 0.013 | -0.014 | 0.027 | -0.020 | -0.202 | -0.177 | -0.225 | -0.333 | -0.456 | 0.018 | -0.175 | -0.371 | -0.003 | -0.003 | -0.010 | -0.014 | 0.013 | -0.008 | 0.013 | 0.032 |
| mths_since_recent_bc | 0.008 | -0.477 | 0.000 | 0.160 | 0.006 | 0.030 | 0.037 | 0.132 | -0.241 | 0.226 | 0.003 | -0.053 | -0.013 | 0.009 | 0.037 | 0.047 | 0.008 | 0.013 | 0.019 | 0.000 | 0.017 | 0.056 | 0.056 | 0.036 | 0.035 | 0.021 | 0.059 | 0.051 | 0.003 | 0.083 | 0.158 | 0.089 | 0.155 | 0.101 | 0.018 | 0.003 | -0.052 | 0.019 | -0.066 | -0.218 | -0.224 | 0.017 | -0.092 | 0.094 | 0.094 | -0.006 | 0.036 | 0.020 | 0.070 | 0.031 | 0.068 | 0.706 | 0.509 | 0.041 | -0.092 | -0.061 | 0.097 | 0.061 | 1.000 | -0.106 | 0.159 | -0.096 | -0.051 | -0.301 | -0.243 | -0.365 | -0.277 | 0.004 | -0.298 | -0.227 | -0.238 | -0.238 | 0.000 | 0.000 | 0.018 | -0.525 | -0.238 | -0.490 | 0.009 | -0.059 | -0.055 | -0.674 | -0.624 | 0.080 | 0.047 | 0.047 | 0.003 | 0.182 | -0.038 | -0.023 | 0.016 | 0.005 | -0.053 | 0.009 | 0.028 | 0.198 | -0.014 | -0.015 | 0.080 | 0.080 | -0.103 | 0.058 | -0.011 | -0.063 | -0.062 | 0.025 | 0.135 | 0.066 | 0.015 | 0.000 | 0.005 | 0.015 | -0.011 | 0.015 | -0.045 | 0.032 | 0.006 | -0.143 | 0.012 | -0.005 | -0.148 | 0.019 | 0.009 | 0.017 | 0.017 | 0.013 | -0.011 | 0.022 | -0.121 | 0.016 | 0.039 |
| mths_since_recent_bc_dlq | -0.103 | 0.163 | 0.010 | 0.034 | -0.068 | -0.092 | 0.035 | -0.043 | -0.037 | 0.019 | -0.049 | -0.011 | -0.014 | 0.000 | 0.022 | -0.632 | -0.081 | 0.019 | 0.009 | 0.072 | 0.018 | 0.006 | 0.006 | -0.045 | -0.045 | 0.017 | 0.043 | -0.198 | 0.005 | 0.001 | 0.105 | 0.101 | 0.044 | 0.000 | 0.000 | 0.001 | 0.065 | 0.023 | 0.048 | 0.041 | 0.044 | -0.050 | -0.026 | 0.053 | 0.053 | 0.015 | -0.045 | 0.030 | -0.018 | -0.010 | 0.016 | -0.088 | -0.077 | -0.020 | 0.759 | 0.581 | -0.073 | -0.063 | -0.106 | 1.000 | -0.011 | 0.887 | 0.235 | -0.028 | 0.002 | -0.039 | 0.026 | -0.014 | -0.006 | 0.016 | 0.003 | -0.027 | 0.017 | 0.065 | -0.226 | 0.115 | -0.029 | 0.070 | -0.012 | 0.059 | 0.080 | 0.086 | 0.135 | 0.029 | -0.011 | -0.011 | 0.056 | 0.013 | 0.104 | 0.097 | 0.012 | 0.000 | -0.011 | -0.026 | -0.028 | -0.004 | -0.043 | -0.052 | 0.093 | 0.093 | 0.048 | -0.026 | 0.375 | 0.027 | -0.012 | -0.024 | 0.005 | -0.063 | 0.017 | 0.000 | 0.000 | 0.009 | 0.016 | 0.000 | 0.087 | -0.050 | -0.063 | -0.004 | -0.023 | 0.008 | -0.051 | 0.010 | -0.023 | -0.041 | -0.041 | -0.052 | -0.034 | -0.031 | -0.032 | 0.027 | 0.000 |
| mths_since_recent_inq | 0.002 | -0.195 | 0.031 | 0.032 | -0.062 | -0.041 | 0.015 | -0.011 | -0.032 | 0.091 | -0.004 | -0.056 | -0.010 | 0.000 | 0.059 | -0.031 | 0.001 | 0.022 | 0.021 | 0.029 | 0.000 | 0.077 | 0.077 | 0.009 | 0.009 | 0.065 | -0.150 | -0.053 | 0.000 | -0.096 | 0.000 | -0.108 | 0.000 | 0.000 | 0.027 | 0.032 | -0.099 | 0.038 | -0.226 | -0.677 | -0.698 | -0.005 | -0.159 | 0.107 | 0.107 | -0.033 | 0.009 | 0.031 | 0.086 | -0.011 | 0.012 | 0.247 | 0.335 | -0.047 | -0.000 | 0.026 | 0.074 | 0.185 | 0.159 | -0.011 | 1.000 | -0.013 | -0.051 | -0.021 | -0.051 | -0.059 | -0.073 | -0.072 | -0.086 | -0.095 | -0.044 | -0.092 | 0.000 | 0.000 | -0.033 | -0.278 | -0.094 | -0.323 | -0.043 | -0.172 | -0.111 | -0.225 | -0.170 | -0.168 | 0.057 | 0.057 | 0.046 | 0.080 | -0.067 | -0.058 | 0.026 | 0.000 | -0.055 | 0.058 | 0.069 | 0.097 | -0.012 | -0.060 | 0.055 | 0.055 | -0.198 | 0.003 | -0.006 | 0.014 | 0.013 | -0.002 | 0.067 | -0.016 | -0.000 | 0.000 | -0.011 | 0.054 | -0.026 | 0.013 | -0.029 | -0.046 | -0.048 | -0.112 | -0.044 | -0.077 | 0.023 | -0.037 | -0.056 | -0.012 | -0.012 | -0.027 | -0.024 | 0.003 | -0.002 | 0.043 | 0.040 |
| mths_since_recent_revol_delinq | -0.129 | 0.125 | 0.000 | 0.046 | -0.058 | -0.077 | 0.033 | -0.033 | -0.023 | 0.018 | -0.056 | -0.008 | -0.016 | 0.000 | 0.009 | -0.721 | -0.107 | 0.000 | -0.002 | 0.057 | 0.014 | 0.038 | 0.038 | -0.033 | -0.033 | 0.025 | 0.073 | -0.116 | 0.005 | -0.029 | 0.000 | 0.108 | 0.000 | 0.000 | 0.017 | 0.025 | 0.068 | 0.015 | 0.051 | 0.036 | 0.036 | -0.038 | -0.030 | 0.058 | 0.058 | 0.008 | -0.033 | 0.021 | -0.004 | -0.013 | -0.007 | -0.067 | -0.060 | -0.033 | 0.866 | 0.555 | -0.101 | -0.052 | -0.096 | 0.887 | -0.013 | 1.000 | 0.212 | -0.004 | -0.026 | -0.012 | 0.020 | -0.013 | -0.053 | -0.028 | -0.026 | -0.066 | 0.022 | 0.061 | -0.210 | 0.099 | -0.068 | 0.048 | -0.012 | 0.053 | 0.066 | 0.069 | 0.093 | 0.116 | 0.008 | 0.008 | 0.082 | 0.007 | 0.095 | 0.095 | 0.014 | 0.000 | -0.008 | -0.038 | 0.038 | 0.012 | -0.053 | -0.030 | 0.124 | 0.124 | 0.045 | -0.026 | 0.298 | 0.062 | 0.027 | -0.014 | -0.010 | -0.003 | -0.075 | 0.000 | 0.076 | 0.022 | 0.003 | 0.000 | 0.078 | -0.054 | -0.070 | -0.037 | -0.026 | 0.007 | -0.031 | -0.003 | -0.025 | -0.051 | -0.051 | -0.056 | -0.040 | -0.042 | -0.050 | 0.016 | 0.000 |
| num_accts_ever_120_pd | 0.029 | 0.078 | 0.000 | 0.065 | 0.044 | 0.053 | 0.013 | 0.021 | -0.109 | -0.008 | 0.144 | 0.020 | 0.068 | 0.000 | 0.000 | 0.202 | 0.016 | 0.004 | -0.058 | -0.057 | 0.007 | -0.270 | -0.270 | -0.059 | -0.059 | 0.020 | -0.106 | -0.100 | 0.000 | -0.023 | 0.000 | -0.150 | 0.000 | 0.000 | 0.000 | -0.004 | 0.073 | 0.000 | 0.080 | 0.090 | 0.056 | -0.050 | 0.079 | -0.118 | -0.118 | -0.009 | -0.059 | 0.002 | -0.142 | 0.118 | 0.096 | -0.069 | -0.066 | 0.093 | 0.066 | -0.058 | -0.198 | -0.020 | -0.051 | 0.235 | -0.051 | 0.212 | 1.000 | -0.057 | -0.021 | -0.077 | 0.050 | 0.097 | -0.022 | 0.072 | -0.016 | 0.006 | 0.028 | 0.000 | 0.322 | 0.084 | 0.006 | 0.072 | 0.051 | 0.036 | 0.036 | 0.081 | 0.087 | -0.122 | -0.026 | -0.026 | -0.594 | -0.016 | -0.002 | -0.045 | 0.012 | 0.000 | 0.018 | -0.148 | -0.106 | -0.014 | 0.069 | 0.048 | -0.143 | -0.143 | 0.049 | 0.059 | 0.088 | 0.024 | -0.028 | -0.023 | 0.017 | -0.072 | 0.002 | 0.000 | 0.021 | 0.016 | 0.025 | 0.014 | 0.116 | 0.022 | 0.006 | 0.126 | -0.014 | 0.053 | -0.183 | 0.012 | 0.035 | -0.026 | -0.026 | -0.007 | 0.027 | -0.028 | -0.172 | 0.016 | 0.000 |
| num_actv_bc_tl | -0.009 | 0.202 | 0.028 | -0.035 | 0.198 | 0.166 | 0.053 | -0.082 | 0.299 | 0.067 | -0.016 | 0.022 | -0.013 | 0.012 | 0.024 | -0.032 | -0.006 | 0.040 | 0.173 | 0.191 | 0.029 | -0.092 | -0.092 | 0.199 | 0.199 | 0.004 | 0.060 | 0.011 | 0.000 | -0.010 | 0.080 | 0.120 | 0.000 | 0.000 | 0.016 | -0.042 | -0.083 | 0.012 | -0.009 | 0.056 | 0.063 | 0.205 | 0.016 | -0.044 | -0.044 | 0.067 | 0.199 | 0.015 | 0.330 | 0.040 | 0.121 | -0.175 | -0.093 | 0.037 | 0.029 | 0.050 | 0.009 | 0.024 | -0.301 | -0.028 | -0.021 | -0.004 | -0.057 | 1.000 | 0.795 | 0.841 | 0.595 | -0.015 | 0.639 | 0.444 | 0.790 | 0.534 | 0.000 | 0.000 | -0.033 | 0.141 | 0.534 | 0.110 | 0.022 | -0.031 | -0.010 | 0.231 | 0.307 | -0.009 | 0.026 | 0.026 | 0.092 | 0.079 | -0.050 | -0.063 | 0.046 | 0.000 | 0.024 | 0.510 | 0.373 | 0.120 | -0.013 | -0.039 | 0.023 | 0.023 | -0.007 | 0.050 | 0.065 | 0.202 | 0.235 | -0.015 | -0.002 | 0.146 | -0.024 | 0.000 | 0.057 | 0.008 | 0.008 | 0.040 | -0.038 | 0.121 | 0.157 | 0.291 | 0.206 | 0.034 | 0.544 | -0.076 | 0.036 | 0.151 | 0.151 | 0.166 | -0.012 | 0.129 | 0.471 | 0.029 | 0.000 |
| num_actv_rev_tl | 0.003 | 0.313 | 0.021 | -0.015 | 0.155 | 0.151 | 0.051 | -0.115 | 0.130 | 0.131 | -0.002 | 0.044 | -0.001 | 0.023 | 0.047 | 0.016 | 0.004 | 0.031 | 0.259 | 0.250 | 0.042 | -0.178 | -0.178 | 0.160 | 0.160 | 0.032 | 0.076 | -0.059 | 0.000 | 0.004 | 0.042 | 0.096 | 0.000 | 0.000 | 0.031 | -0.073 | -0.069 | 0.024 | 0.003 | 0.104 | 0.113 | 0.170 | 0.083 | -0.103 | -0.103 | 0.048 | 0.160 | 0.023 | 0.224 | 0.071 | 0.164 | -0.271 | -0.173 | 0.070 | 0.002 | 0.034 | 0.018 | 0.005 | -0.243 | 0.002 | -0.051 | -0.026 | -0.021 | 0.795 | 1.000 | 0.654 | 0.492 | 0.023 | 0.792 | 0.577 | 0.991 | 0.658 | 0.000 | 0.000 | -0.006 | 0.236 | 0.660 | 0.179 | 0.036 | -0.009 | 0.017 | 0.325 | 0.414 | 0.032 | -0.001 | -0.001 | 0.037 | 0.141 | 0.001 | -0.009 | 0.043 | 0.000 | 0.045 | 0.526 | 0.373 | 0.128 | -0.004 | -0.016 | -0.055 | -0.055 | 0.019 | 0.061 | 0.050 | 0.226 | 0.255 | 0.003 | 0.041 | 0.156 | -0.028 | 0.071 | 0.062 | 0.027 | 0.008 | 0.045 | -0.001 | 0.132 | 0.161 | 0.399 | 0.212 | 0.046 | 0.336 | 0.029 | 0.039 | 0.140 | 0.140 | 0.180 | -0.004 | 0.111 | 0.464 | 0.043 | 0.033 |
| num_bc_sats | -0.008 | 0.274 | 0.024 | -0.214 | 0.222 | 0.186 | 0.039 | -0.099 | 0.536 | -0.196 | -0.011 | 0.007 | -0.006 | 0.000 | 0.000 | -0.032 | -0.007 | 0.027 | 0.117 | 0.143 | 0.026 | 0.066 | 0.066 | 0.219 | 0.219 | 0.029 | 0.109 | -0.027 | 0.000 | 0.061 | 0.000 | 0.170 | 0.000 | 0.000 | 0.027 | -0.007 | -0.066 | 0.031 | 0.022 | 0.103 | 0.097 | 0.215 | -0.076 | 0.039 | 0.039 | 0.100 | 0.219 | 0.004 | 0.292 | 0.040 | 0.159 | -0.225 | -0.148 | 0.065 | 0.023 | 0.042 | -0.011 | -0.020 | -0.365 | -0.039 | -0.059 | -0.012 | -0.077 | 0.841 | 0.654 | 1.000 | 0.736 | 0.005 | 0.749 | 0.567 | 0.646 | 0.624 | 0.000 | 0.000 | -0.032 | 0.206 | 0.625 | 0.172 | 0.021 | 0.010 | 0.031 | 0.287 | 0.375 | 0.046 | 0.033 | 0.033 | 0.114 | -0.136 | -0.051 | -0.057 | 0.026 | 0.000 | 0.009 | 0.431 | 0.344 | -0.120 | -0.018 | -0.036 | 0.107 | 0.107 | 0.004 | 0.046 | 0.028 | 0.257 | 0.271 | -0.008 | -0.170 | 0.173 | -0.038 | 0.032 | 0.055 | 0.026 | -0.000 | 0.036 | -0.036 | 0.133 | 0.204 | 0.385 | 0.197 | 0.051 | 0.663 | -0.061 | 0.052 | 0.151 | 0.151 | 0.118 | -0.026 | 0.140 | 0.589 | 0.024 | 0.000 |
| num_bc_tl | 0.015 | 0.264 | 0.025 | -0.216 | 0.249 | 0.213 | 0.065 | -0.012 | 0.427 | -0.161 | 0.029 | 0.018 | -0.012 | 0.004 | 0.004 | 0.043 | 0.009 | 0.000 | 0.092 | 0.090 | 0.036 | 0.036 | 0.036 | 0.212 | 0.212 | 0.037 | 0.044 | -0.087 | 0.000 | 0.024 | 0.000 | 0.103 | 0.000 | 0.000 | 0.046 | -0.145 | -0.071 | 0.015 | 0.050 | 0.125 | 0.120 | 0.203 | -0.100 | 0.055 | 0.055 | 0.159 | 0.212 | 0.038 | 0.265 | 0.134 | 0.357 | -0.202 | -0.149 | 0.201 | -0.005 | -0.005 | -0.186 | -0.035 | -0.277 | 0.026 | -0.073 | 0.020 | 0.050 | 0.595 | 0.492 | 0.736 | 1.000 | 0.084 | 0.633 | 0.829 | 0.491 | 0.532 | 0.000 | 0.000 | 0.028 | 0.203 | 0.536 | 0.175 | 0.026 | 0.035 | 0.063 | 0.259 | 0.338 | 0.003 | -0.074 | -0.074 | -0.006 | -0.108 | -0.005 | 0.000 | 0.028 | 0.000 | 0.021 | 0.369 | 0.317 | -0.115 | -0.004 | -0.033 | 0.125 | 0.125 | 0.027 | 0.134 | 0.041 | 0.359 | 0.225 | -0.028 | -0.173 | 0.154 | -0.026 | 0.031 | 0.011 | 0.033 | -0.011 | 0.043 | -0.034 | 0.175 | 0.240 | 0.623 | 0.187 | 0.063 | 0.534 | 0.004 | 0.062 | 0.217 | 0.217 | 0.128 | -0.023 | 0.213 | 0.512 | 0.024 | 0.005 |
| num_il_tl | 0.014 | 0.273 | 0.040 | 0.234 | 0.257 | 0.248 | 0.000 | 0.249 | 0.013 | 0.020 | 0.027 | 0.020 | 0.010 | 0.004 | 0.004 | 0.084 | 0.013 | 0.013 | 0.297 | 0.254 | 0.018 | 0.010 | 0.010 | 0.120 | 0.120 | 0.008 | 0.045 | 0.022 | 0.000 | 0.122 | 0.000 | 0.022 | 0.000 | 0.034 | 0.021 | -0.016 | 0.220 | 0.007 | 0.218 | 0.173 | 0.072 | 0.100 | 0.003 | -0.009 | -0.009 | 0.108 | 0.120 | 0.005 | 0.086 | 0.437 | 0.046 | -0.011 | -0.150 | 0.170 | -0.019 | -0.038 | -0.035 | -0.357 | 0.004 | -0.014 | -0.072 | -0.013 | 0.097 | -0.015 | 0.023 | 0.005 | 0.084 | 1.000 | 0.059 | 0.139 | 0.023 | 0.395 | 0.000 | 0.000 | 0.056 | 0.203 | 0.395 | 0.148 | 0.700 | 0.359 | 0.505 | -0.000 | 0.006 | 0.028 | -0.007 | -0.007 | -0.075 | 0.022 | -0.006 | -0.005 | 0.021 | 0.000 | 0.017 | 0.091 | 0.179 | 0.023 | -0.011 | -0.011 | 0.094 | 0.094 | -0.007 | 0.161 | 0.066 | 0.070 | 0.143 | 0.231 | -0.046 | 0.182 | 0.011 | 0.000 | 0.037 | 0.000 | -0.002 | 0.053 | 0.032 | 0.373 | 0.351 | 0.665 | 0.584 | 0.653 | 0.041 | 0.309 | 0.651 | 0.090 | 0.090 | 0.070 | 0.006 | 0.075 | 0.088 | 0.010 | 0.019 |
| num_op_rev_tl | 0.011 | 0.420 | 0.027 | -0.246 | 0.165 | 0.170 | 0.035 | -0.162 | 0.374 | -0.148 | 0.002 | 0.023 | 0.004 | 0.021 | 0.027 | 0.023 | 0.010 | 0.028 | 0.196 | 0.184 | 0.038 | 0.013 | 0.013 | 0.178 | 0.178 | 0.014 | 0.135 | -0.120 | 0.000 | 0.066 | 0.000 | 0.154 | 0.000 | 0.000 | 0.039 | -0.034 | -0.044 | 0.022 | 0.061 | 0.163 | 0.138 | 0.176 | -0.028 | 0.004 | 0.004 | 0.087 | 0.178 | 0.017 | 0.178 | 0.072 | 0.210 | -0.330 | -0.233 | 0.098 | -0.018 | 0.038 | 0.022 | -0.040 | -0.298 | -0.006 | -0.086 | -0.053 | -0.022 | 0.639 | 0.792 | 0.749 | 0.633 | 0.059 | 1.000 | 0.781 | 0.794 | 0.831 | 0.000 | 0.000 | -0.014 | 0.311 | 0.832 | 0.245 | 0.034 | 0.033 | 0.070 | 0.394 | 0.518 | 0.108 | 0.002 | 0.002 | 0.067 | -0.096 | 0.013 | 0.012 | 0.032 | 0.000 | 0.025 | 0.418 | 0.326 | -0.196 | 0.007 | -0.007 | 0.043 | 0.043 | 0.035 | 0.056 | 0.003 | 0.297 | 0.294 | 0.012 | -0.177 | 0.155 | -0.029 | 0.016 | 0.035 | 0.013 | -0.001 | 0.045 | 0.017 | 0.136 | 0.209 | 0.556 | 0.196 | 0.064 | 0.458 | 0.055 | 0.058 | 0.139 | 0.139 | 0.118 | -0.022 | 0.124 | 0.606 | 0.014 | 0.026 |
| num_rev_accts | 0.024 | 0.356 | 0.021 | -0.223 | 0.212 | 0.212 | 0.044 | -0.035 | 0.317 | -0.123 | 0.041 | 0.023 | -0.000 | 0.020 | 0.013 | 0.093 | 0.016 | 0.000 | 0.157 | 0.136 | 0.045 | 0.007 | 0.007 | 0.188 | 0.188 | 0.023 | 0.054 | -0.149 | 0.000 | 0.050 | 0.058 | 0.094 | 0.000 | 0.000 | 0.055 | -0.129 | -0.056 | 0.013 | 0.067 | 0.165 | 0.147 | 0.179 | -0.070 | 0.037 | 0.037 | 0.147 | 0.188 | 0.033 | 0.192 | 0.169 | 0.414 | -0.271 | -0.207 | 0.245 | -0.047 | -0.035 | -0.173 | -0.052 | -0.227 | 0.016 | -0.095 | -0.028 | 0.072 | 0.444 | 0.577 | 0.567 | 0.829 | 0.139 | 0.781 | 1.000 | 0.576 | 0.664 | 0.000 | 0.000 | 0.051 | 0.273 | 0.668 | 0.221 | 0.046 | 0.054 | 0.091 | 0.324 | 0.421 | 0.039 | -0.076 | -0.076 | -0.046 | -0.075 | 0.035 | 0.048 | 0.028 | 0.000 | 0.026 | 0.367 | 0.308 | -0.158 | 0.016 | -0.010 | 0.081 | 0.081 | 0.046 | 0.142 | 0.014 | 0.397 | 0.254 | 0.010 | -0.177 | 0.165 | -0.028 | 0.051 | -0.003 | 0.022 | -0.016 | 0.037 | -0.001 | 0.194 | 0.259 | 0.767 | 0.199 | 0.085 | 0.391 | 0.109 | 0.081 | 0.198 | 0.198 | 0.121 | -0.020 | 0.192 | 0.525 | 0.023 | 0.000 |
| num_rev_tl_bal_gt_0 | 0.002 | 0.309 | 0.021 | -0.010 | 0.154 | 0.151 | 0.049 | -0.115 | 0.134 | 0.132 | -0.004 | 0.042 | -0.004 | 0.022 | 0.046 | 0.012 | 0.003 | 0.032 | 0.260 | 0.251 | 0.043 | -0.175 | -0.175 | 0.159 | 0.159 | 0.033 | 0.081 | -0.065 | 0.000 | 0.006 | 0.063 | 0.091 | 0.000 | 0.053 | 0.032 | -0.074 | -0.070 | 0.022 | 0.011 | 0.099 | 0.103 | 0.169 | 0.082 | -0.101 | -0.101 | 0.047 | 0.159 | 0.022 | 0.221 | 0.070 | 0.161 | -0.267 | -0.169 | 0.069 | 0.002 | 0.040 | 0.029 | 0.008 | -0.238 | 0.003 | -0.044 | -0.026 | -0.016 | 0.790 | 0.991 | 0.646 | 0.491 | 0.023 | 0.794 | 0.576 | 1.000 | 0.661 | 0.000 | 0.000 | -0.012 | 0.230 | 0.661 | 0.176 | 0.036 | -0.011 | 0.017 | 0.321 | 0.410 | 0.043 | -0.001 | -0.001 | 0.043 | 0.143 | -0.005 | -0.016 | 0.044 | 0.000 | 0.044 | 0.529 | 0.375 | 0.131 | -0.002 | -0.016 | -0.055 | -0.055 | 0.019 | 0.062 | 0.046 | 0.227 | 0.257 | 0.004 | 0.041 | 0.154 | -0.018 | 0.039 | 0.053 | 0.030 | 0.008 | 0.047 | 0.001 | 0.133 | 0.162 | 0.399 | 0.214 | 0.045 | 0.337 | 0.034 | 0.040 | 0.140 | 0.140 | 0.179 | -0.004 | 0.111 | 0.466 | 0.037 | 0.042 |
| num_sats | 0.007 | 0.467 | 0.025 | -0.040 | 0.268 | 0.273 | 0.019 | 0.012 | 0.319 | -0.101 | 0.005 | 0.023 | 0.009 | 0.014 | 0.021 | 0.060 | 0.006 | 0.022 | 0.319 | 0.269 | 0.020 | 0.054 | 0.054 | 0.201 | 0.201 | 0.017 | 0.165 | -0.110 | 0.000 | 0.088 | 0.000 | 0.163 | 0.000 | 0.000 | 0.058 | -0.018 | 0.095 | 0.030 | 0.131 | 0.200 | 0.137 | 0.191 | -0.030 | 0.010 | 0.010 | 0.103 | 0.201 | 0.012 | 0.207 | 0.153 | 0.165 | -0.264 | -0.257 | 0.166 | -0.048 | 0.007 | 0.029 | -0.185 | -0.238 | -0.027 | -0.092 | -0.066 | 0.006 | 0.534 | 0.658 | 0.624 | 0.532 | 0.395 | 0.831 | 0.664 | 0.661 | 1.000 | 0.000 | 0.000 | 0.007 | 0.345 | 0.999 | 0.268 | 0.468 | 0.180 | 0.263 | 0.312 | 0.415 | 0.135 | 0.018 | 0.018 | 0.037 | -0.058 | -0.027 | -0.031 | 0.033 | 0.000 | 0.023 | 0.402 | 0.371 | -0.134 | -0.011 | -0.007 | 0.091 | 0.091 | 0.017 | 0.118 | 0.030 | 0.258 | 0.337 | 0.151 | -0.148 | 0.192 | -0.029 | 0.000 | 0.027 | 0.015 | -0.004 | 0.069 | 0.019 | 0.359 | 0.410 | 0.709 | 0.485 | 0.390 | 0.417 | 0.115 | 0.396 | 0.147 | 0.147 | 0.128 | -0.012 | 0.128 | 0.549 | 0.011 | 0.032 |
| num_tl_120dpd_2m | 0.348 | 0.000 | 0.019 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.056 | 0.000 | 0.000 | 0.000 | 0.000 | 0.022 | 0.357 | 0.000 | 0.000 | 0.000 | 0.011 | 0.011 | 0.011 | 0.000 | 0.000 | 0.013 | 1.000 | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 1.000 | 0.000 | 0.008 | 0.007 | 0.000 | 0.006 | 0.000 | 0.030 | 0.007 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.016 | 0.004 | 0.000 | 0.000 | 0.000 | 0.040 | 0.093 | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.022 | 0.028 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.049 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.037 | 0.037 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.028 | 0.000 | 0.000 | 0.000 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 | 0.012 | 0.007 | 0.000 | 0.000 | 0.000 | 0.011 | 0.000 |
| num_tl_30dpd | 0.893 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.014 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.052 | 0.012 | 0.005 | 0.000 | 0.000 | 0.004 | 0.013 | 0.013 | 0.006 | 0.007 | 0.011 | 1.000 | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.005 | 1.000 | 0.000 | 0.011 | 0.000 | 0.000 | 0.000 | 0.016 | 0.009 | 0.004 | 0.004 | 0.011 | 0.006 | 0.000 | 0.000 | 0.000 | 0.019 | 0.000 | 0.000 | 0.005 | 0.063 | 0.026 | 0.000 | 0.000 | 0.000 | 0.065 | 0.000 | 0.061 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.021 | 0.004 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.120 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.026 | 0.000 | 0.045 | 0.000 | 0.000 | 0.022 | 0.273 | 0.174 | 0.000 | 0.000 | 0.010 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.029 | 0.000 | 0.025 | 0.026 | 0.012 | 0.000 | 0.015 | 0.000 | 0.008 | 0.000 |
| num_tl_90g_dpd_24m | 0.088 | -0.035 | 0.000 | 0.014 | 0.031 | 0.074 | 0.000 | 0.020 | -0.067 | 0.004 | 0.272 | 0.017 | 0.143 | 0.000 | 0.000 | 0.511 | 0.064 | 0.004 | -0.026 | -0.029 | 0.007 | -0.156 | -0.156 | -0.030 | -0.030 | 0.014 | -0.083 | -0.065 | 0.003 | -0.065 | 0.209 | -0.088 | 0.250 | 0.038 | 0.000 | -0.025 | 0.003 | 0.007 | -0.002 | 0.025 | 0.035 | -0.022 | 0.047 | -0.078 | -0.078 | -0.011 | -0.030 | 0.000 | -0.063 | 0.057 | 0.051 | -0.007 | -0.010 | 0.052 | -0.346 | -0.691 | -0.073 | 0.013 | 0.018 | -0.226 | -0.033 | -0.210 | 0.322 | -0.033 | -0.006 | -0.032 | 0.028 | 0.056 | -0.014 | 0.051 | -0.012 | 0.007 | 0.049 | 0.000 | 1.000 | -0.004 | 0.009 | 0.019 | 0.025 | -0.008 | -0.025 | 0.002 | -0.017 | -0.110 | -0.023 | -0.023 | -0.260 | 0.001 | -0.012 | -0.019 | 0.014 | 0.006 | 0.017 | -0.064 | -0.059 | 0.007 | 0.111 | 0.038 | -0.109 | -0.109 | 0.019 | 0.040 | -0.168 | 0.028 | -0.002 | 0.016 | -0.002 | -0.032 | -0.040 | 0.000 | 0.009 | 0.015 | 0.005 | 0.008 | 0.013 | 0.021 | 0.017 | 0.079 | -0.002 | 0.016 | -0.090 | 0.005 | 0.025 | -0.006 | -0.006 | 0.005 | 0.028 | -0.008 | -0.083 | 0.014 | 0.000 |
| num_tl_op_past_12m | -0.003 | 0.745 | 0.013 | -0.025 | 0.091 | 0.072 | 0.026 | 0.005 | 0.127 | -0.185 | 0.005 | 0.072 | 0.015 | 0.020 | 0.072 | -0.023 | -0.005 | 0.012 | 0.088 | 0.058 | 0.011 | -0.104 | -0.104 | -0.035 | -0.035 | 0.067 | 0.102 | -0.072 | 0.006 | 0.044 | 0.000 | 0.027 | 0.092 | 0.037 | 0.023 | -0.011 | 0.268 | 0.020 | 0.248 | 0.517 | 0.324 | -0.016 | 0.178 | -0.135 | -0.135 | 0.041 | -0.035 | 0.034 | -0.113 | 0.013 | -0.028 | -0.643 | -0.705 | 0.082 | 0.096 | 0.063 | -0.105 | -0.489 | -0.525 | 0.115 | -0.278 | 0.099 | 0.084 | 0.141 | 0.236 | 0.206 | 0.203 | 0.203 | 0.311 | 0.273 | 0.230 | 0.345 | 0.000 | 0.000 | -0.004 | 1.000 | 0.346 | 0.707 | 0.187 | 0.567 | 0.424 | 0.796 | 0.622 | 0.108 | -0.073 | -0.073 | -0.034 | -0.157 | 0.099 | 0.088 | 0.016 | 0.001 | 0.071 | -0.040 | 0.013 | -0.211 | -0.016 | 0.018 | -0.078 | -0.078 | 0.132 | 0.043 | 0.061 | 0.072 | 0.096 | 0.055 | -0.130 | 0.013 | 0.009 | 0.047 | 0.013 | 0.060 | 0.025 | 0.000 | 0.066 | 0.134 | 0.138 | 0.307 | 0.160 | 0.227 | 0.026 | 0.113 | 0.175 | -0.011 | -0.011 | 0.001 | 0.017 | -0.025 | 0.094 | 0.080 | 0.031 |
| open_acc | 0.017 | 0.468 | 0.025 | -0.039 | 0.271 | 0.273 | 0.017 | 0.012 | 0.317 | -0.101 | 0.006 | 0.021 | 0.011 | 0.016 | 0.020 | 0.063 | 0.017 | 0.023 | 0.323 | 0.269 | 0.021 | 0.042 | 0.042 | 0.204 | 0.204 | 0.016 | 0.161 | -0.106 | 0.000 | 0.086 | 0.000 | 0.162 | 0.000 | 0.000 | 0.061 | -0.001 | 0.094 | 0.041 | 0.130 | 0.201 | 0.136 | 0.194 | -0.026 | 0.008 | 0.008 | 0.105 | 0.204 | 0.010 | 0.207 | 0.155 | 0.169 | -0.265 | -0.257 | 0.168 | -0.050 | 0.004 | 0.017 | -0.185 | -0.238 | -0.029 | -0.094 | -0.068 | 0.006 | 0.534 | 0.660 | 0.625 | 0.536 | 0.395 | 0.832 | 0.668 | 0.661 | 0.999 | 0.000 | 0.000 | 0.009 | 0.346 | 1.000 | 0.268 | 0.468 | 0.180 | 0.262 | 0.313 | 0.416 | 0.133 | 0.023 | 0.023 | 0.035 | -0.058 | -0.016 | -0.020 | 0.034 | 0.000 | 0.020 | 0.402 | 0.370 | -0.134 | -0.010 | -0.007 | 0.090 | 0.090 | 0.018 | 0.119 | 0.031 | 0.259 | 0.336 | 0.150 | -0.148 | 0.189 | -0.034 | 0.000 | 0.032 | 0.015 | -0.002 | 0.070 | 0.019 | 0.358 | 0.409 | 0.713 | 0.485 | 0.390 | 0.415 | 0.115 | 0.396 | 0.147 | 0.147 | 0.129 | -0.012 | 0.128 | 0.547 | 0.011 | 0.031 |
| open_acc_6m | -0.005 | 0.532 | 0.005 | -0.037 | 0.075 | 0.070 | 0.023 | 0.016 | 0.130 | -0.182 | 0.017 | 0.047 | 0.013 | 0.002 | 0.054 | 0.005 | -0.003 | 0.009 | 0.042 | 0.054 | 0.008 | -0.057 | -0.057 | -0.028 | -0.028 | 0.054 | 0.061 | -0.086 | 0.000 | 0.043 | 0.072 | -0.019 | 0.163 | 0.091 | 0.033 | -0.036 | 0.214 | 0.041 | 0.161 | 0.365 | 0.410 | -0.014 | 0.128 | -0.097 | -0.097 | 0.029 | -0.028 | 0.029 | -0.106 | 0.016 | -0.009 | -0.678 | -0.850 | 0.075 | 0.046 | 0.006 | -0.074 | -0.421 | -0.490 | 0.070 | -0.323 | 0.048 | 0.072 | 0.110 | 0.179 | 0.172 | 0.175 | 0.148 | 0.245 | 0.221 | 0.176 | 0.268 | 0.000 | 0.000 | 0.019 | 0.707 | 0.268 | 1.000 | 0.134 | 0.378 | 0.283 | 0.584 | 0.453 | 0.032 | -0.069 | -0.069 | -0.038 | -0.148 | 0.064 | 0.054 | 0.015 | 0.000 | 0.047 | -0.038 | 0.010 | -0.189 | -0.001 | 0.025 | -0.044 | -0.044 | 0.159 | 0.014 | 0.031 | 0.069 | 0.081 | 0.061 | -0.120 | -0.047 | -0.020 | 0.067 | -0.021 | 0.054 | 0.012 | 0.000 | 0.057 | 0.117 | 0.123 | 0.242 | 0.119 | 0.166 | 0.040 | 0.082 | 0.123 | 0.009 | 0.009 | 0.007 | 0.008 | 0.000 | 0.092 | 0.051 | 0.008 |
| open_act_il | 0.014 | 0.256 | 0.016 | 0.308 | 0.256 | 0.225 | 0.000 | 0.201 | -0.004 | 0.057 | 0.004 | 0.023 | 0.006 | 0.000 | 0.005 | 0.056 | 0.015 | 0.000 | 0.425 | 0.333 | 0.045 | 0.039 | 0.039 | 0.088 | 0.088 | 0.009 | 0.151 | 0.054 | 0.000 | 0.184 | 0.000 | 0.082 | 0.000 | 0.000 | 0.032 | -0.010 | 0.210 | 0.003 | 0.197 | 0.138 | 0.060 | 0.081 | 0.054 | -0.019 | -0.019 | 0.056 | 0.088 | 0.007 | 0.084 | 0.204 | -0.025 | 0.008 | -0.141 | 0.073 | -0.026 | -0.023 | 0.027 | -0.403 | 0.009 | -0.012 | -0.043 | -0.012 | 0.051 | 0.022 | 0.036 | 0.021 | 0.026 | 0.700 | 0.034 | 0.046 | 0.036 | 0.468 | 0.000 | 0.000 | 0.025 | 0.187 | 0.468 | 0.134 | 1.000 | 0.386 | 0.525 | -0.022 | -0.010 | 0.110 | 0.028 | 0.028 | -0.042 | 0.055 | -0.016 | -0.016 | 0.020 | 0.000 | 0.023 | 0.097 | 0.171 | 0.059 | -0.024 | -0.002 | 0.059 | 0.059 | -0.008 | 0.064 | 0.076 | 0.012 | 0.149 | 0.300 | 0.000 | 0.113 | -0.040 | 0.000 | 0.065 | 0.014 | 0.002 | 0.016 | 0.011 | 0.360 | 0.337 | 0.419 | 0.651 | 0.759 | 0.047 | 0.185 | 0.778 | 0.052 | 0.052 | 0.077 | 0.012 | 0.031 | 0.067 | 0.013 | 0.027 |
| open_il_12m | -0.007 | 0.426 | 0.020 | 0.195 | 0.147 | 0.101 | 0.002 | 0.142 | 0.033 | -0.090 | 0.014 | 0.045 | 0.001 | 0.000 | 0.046 | -0.007 | -0.009 | 0.019 | 0.192 | 0.178 | 0.016 | -0.011 | -0.011 | -0.013 | -0.013 | 0.055 | 0.131 | 0.023 | 0.011 | 0.055 | 0.000 | 0.037 | 0.000 | 0.167 | 0.029 | -0.024 | 0.412 | 0.032 | 0.314 | 0.392 | 0.163 | -0.005 | 0.157 | -0.076 | -0.076 | 0.050 | -0.013 | 0.029 | -0.073 | 0.032 | -0.007 | -0.068 | -0.389 | 0.087 | 0.043 | 0.045 | -0.031 | -0.857 | -0.059 | 0.059 | -0.172 | 0.053 | 0.036 | -0.031 | -0.009 | 0.010 | 0.035 | 0.359 | 0.033 | 0.054 | -0.011 | 0.180 | 0.000 | 0.000 | -0.008 | 0.567 | 0.180 | 0.378 | 0.386 | 1.000 | 0.705 | 0.071 | 0.080 | 0.138 | -0.063 | -0.063 | -0.010 | -0.081 | 0.048 | 0.046 | 0.015 | 0.014 | 0.045 | -0.064 | 0.062 | -0.091 | -0.032 | -0.007 | 0.006 | 0.006 | 0.082 | 0.052 | 0.073 | 0.015 | 0.069 | 0.138 | -0.054 | 0.091 | -0.082 | 0.046 | 0.002 | 0.050 | 0.016 | 0.026 | 0.022 | 0.197 | 0.172 | 0.234 | 0.315 | 0.418 | -0.023 | 0.177 | 0.343 | 0.007 | 0.007 | 0.015 | 0.021 | -0.010 | 0.003 | 0.056 | 0.025 |
| open_il_24m | -0.006 | 0.574 | 0.032 | 0.218 | 0.211 | 0.140 | 0.000 | 0.183 | 0.035 | -0.067 | 0.009 | 0.048 | -0.002 | 0.000 | 0.050 | -0.017 | -0.004 | 0.024 | 0.294 | 0.259 | 0.016 | -0.000 | -0.000 | 0.023 | 0.023 | 0.058 | 0.178 | 0.064 | 0.011 | 0.137 | 0.000 | 0.070 | 0.000 | 0.096 | 0.043 | -0.022 | 0.363 | 0.018 | 0.419 | 0.310 | 0.142 | 0.028 | 0.148 | -0.079 | -0.079 | 0.081 | 0.023 | 0.036 | -0.044 | 0.053 | -0.002 | -0.060 | -0.300 | 0.122 | 0.057 | 0.081 | 0.010 | -0.769 | -0.055 | 0.080 | -0.111 | 0.066 | 0.036 | -0.010 | 0.017 | 0.031 | 0.063 | 0.505 | 0.070 | 0.091 | 0.017 | 0.263 | 0.009 | 0.000 | -0.025 | 0.424 | 0.262 | 0.283 | 0.525 | 0.705 | 1.000 | 0.061 | 0.097 | 0.178 | -0.059 | -0.059 | 0.003 | -0.059 | 0.066 | 0.063 | 0.020 | 0.015 | 0.048 | -0.023 | 0.097 | -0.072 | -0.027 | 0.015 | 0.030 | 0.030 | 0.060 | 0.079 | 0.076 | 0.022 | 0.084 | 0.173 | -0.065 | 0.141 | -0.005 | 0.000 | 0.041 | 0.053 | 0.023 | 0.048 | 0.025 | 0.264 | 0.241 | 0.335 | 0.424 | 0.541 | -0.003 | 0.247 | 0.480 | 0.033 | 0.033 | 0.035 | 0.017 | 0.012 | 0.034 | 0.049 | 0.048 |
| open_rv_12m | -0.005 | 0.607 | 0.013 | -0.155 | 0.001 | -0.010 | 0.045 | -0.148 | 0.151 | -0.175 | 0.002 | 0.054 | 0.015 | 0.022 | 0.059 | -0.020 | -0.006 | 0.000 | -0.011 | -0.027 | 0.008 | -0.120 | -0.120 | -0.044 | -0.044 | 0.048 | -0.046 | -0.135 | 0.000 | 0.030 | 0.000 | -0.091 | 0.176 | 0.000 | 0.000 | -0.052 | 0.067 | 0.027 | 0.081 | 0.330 | 0.310 | -0.024 | 0.114 | -0.116 | -0.116 | 0.017 | -0.044 | 0.032 | -0.099 | -0.016 | -0.044 | -0.824 | -0.596 | -0.014 | 0.076 | 0.031 | -0.119 | -0.070 | -0.674 | 0.086 | -0.225 | 0.069 | 0.081 | 0.231 | 0.325 | 0.287 | 0.259 | -0.000 | 0.394 | 0.324 | 0.321 | 0.312 | 0.000 | 0.000 | 0.002 | 0.796 | 0.313 | 0.584 | -0.022 | 0.071 | 0.061 | 1.000 | 0.752 | -0.080 | -0.084 | -0.084 | -0.031 | -0.142 | 0.093 | 0.081 | 0.007 | 0.000 | 0.054 | 0.006 | -0.035 | -0.200 | 0.011 | 0.033 | -0.115 | -0.115 | 0.115 | -0.049 | 0.015 | 0.077 | 0.070 | -0.016 | -0.118 | -0.079 | -0.015 | 0.080 | 0.010 | 0.049 | 0.020 | 0.029 | 0.076 | -0.019 | 0.009 | 0.214 | -0.008 | 0.004 | 0.075 | 0.008 | -0.018 | 0.012 | 0.012 | 0.004 | 0.005 | 0.006 | 0.138 | 0.057 | 0.013 |
| open_rv_24m | -0.004 | 0.810 | 0.014 | -0.171 | -0.000 | -0.004 | 0.054 | -0.200 | 0.175 | -0.185 | 0.004 | 0.068 | 0.018 | 0.027 | 0.071 | -0.039 | -0.005 | 0.009 | 0.014 | 0.006 | 0.004 | -0.143 | -0.143 | -0.032 | -0.032 | 0.048 | 0.023 | -0.136 | 0.000 | 0.013 | 0.000 | -0.042 | 0.171 | 0.000 | 0.010 | -0.059 | 0.089 | 0.028 | 0.113 | 0.307 | 0.271 | -0.009 | 0.130 | -0.144 | -0.144 | 0.026 | -0.032 | 0.036 | -0.109 | -0.036 | -0.080 | -0.678 | -0.469 | -0.034 | 0.099 | 0.080 | -0.130 | -0.087 | -0.624 | 0.135 | -0.170 | 0.093 | 0.087 | 0.307 | 0.414 | 0.375 | 0.338 | 0.006 | 0.518 | 0.421 | 0.410 | 0.415 | 0.000 | 0.000 | -0.017 | 0.622 | 0.416 | 0.453 | -0.010 | 0.080 | 0.097 | 0.752 | 1.000 | -0.030 | -0.091 | -0.091 | -0.013 | -0.146 | 0.124 | 0.111 | 0.002 | 0.000 | 0.068 | 0.026 | -0.008 | -0.229 | 0.033 | 0.023 | -0.115 | -0.115 | 0.126 | -0.050 | 0.039 | 0.121 | 0.105 | -0.028 | -0.142 | -0.029 | -0.062 | 0.113 | 0.030 | 0.045 | 0.025 | 0.024 | 0.091 | -0.029 | 0.002 | 0.277 | 0.007 | 0.016 | 0.100 | 0.014 | -0.012 | 0.021 | 0.021 | 0.017 | 0.004 | 0.012 | 0.181 | 0.052 | 0.000 |
| orig_projected_additional_accrued_interest | NaN | 0.119 | 0.000 | 0.083 | 0.388 | 0.053 | 0.241 | 0.244 | 0.110 | 0.030 | 0.027 | 0.092 | -0.044 | 0.000 | 0.000 | -0.071 | NaN | 0.000 | 0.113 | 0.497 | 0.003 | 0.060 | 0.060 | 0.786 | 0.785 | 0.283 | 1.000 | -0.010 | 0.221 | 0.430 | 0.000 | 0.926 | 0.015 | 0.221 | 0.000 | 0.241 | 0.004 | 0.000 | 0.191 | 0.146 | 0.051 | 0.754 | 0.583 | 0.039 | 0.039 | 0.504 | 0.786 | 0.072 | 0.252 | 0.087 | 0.123 | 0.083 | -0.005 | 0.182 | 0.037 | 0.103 | 0.166 | -0.131 | 0.080 | 0.029 | -0.168 | 0.116 | -0.122 | -0.009 | 0.032 | 0.046 | 0.003 | 0.028 | 0.108 | 0.039 | 0.043 | 0.135 | 1.000 | 1.000 | -0.110 | 0.108 | 0.133 | 0.032 | 0.110 | 0.138 | 0.178 | -0.080 | -0.030 | 1.000 | 0.399 | 0.399 | 0.053 | 0.086 | -0.021 | 0.009 | 0.000 | 0.162 | 0.093 | 0.218 | 0.287 | 0.010 | -0.393 | NaN | -0.413 | -0.413 | -0.142 | 0.455 | 0.500 | 0.322 | 0.269 | 0.191 | 0.280 | 0.976 | -0.417 | 0.000 | 0.759 | 0.411 | -0.051 | 0.441 | -0.029 | 0.268 | 0.294 | 0.033 | 0.276 | 0.220 | 0.210 | -0.030 | 0.241 | 0.532 | 0.532 | 0.802 | 0.040 | 0.252 | 0.242 | 0.123 | 0.000 |
| out_prncp | -0.019 | -0.067 | 0.017 | -0.047 | 0.092 | 0.249 | 0.252 | 0.040 | 0.143 | -0.083 | -0.008 | -0.230 | 0.007 | 0.076 | 0.206 | -0.023 | -0.013 | 0.253 | 0.050 | 0.090 | 0.015 | 0.113 | 0.113 | 0.219 | 0.221 | 0.034 | 0.305 | -0.004 | 0.028 | 0.116 | 0.000 | 0.331 | 0.000 | 0.290 | 0.034 | 0.685 | -0.105 | 0.252 | -0.017 | -0.087 | -0.108 | 0.169 | -0.029 | 0.148 | 0.148 | -0.323 | 0.218 | 0.283 | 0.153 | 0.028 | 0.019 | 0.068 | 0.059 | -0.024 | 0.015 | 0.028 | 0.120 | 0.061 | 0.047 | -0.011 | 0.057 | 0.008 | -0.026 | 0.026 | -0.001 | 0.033 | -0.074 | -0.007 | 0.002 | -0.076 | -0.001 | 0.018 | 0.000 | 0.000 | -0.023 | -0.073 | 0.023 | -0.069 | 0.028 | -0.063 | -0.059 | -0.084 | -0.091 | 0.399 | 1.000 | 1.000 | 0.028 | -0.093 | -0.045 | -0.020 | 0.028 | 0.025 | -0.236 | 0.078 | 0.316 | -0.065 | -0.045 | -0.081 | 0.199 | 0.199 | -0.077 | 0.113 | 0.112 | 0.144 | 0.168 | 0.076 | -0.005 | -0.057 | 0.069 | 0.076 | -0.001 | 0.035 | -0.029 | 0.306 | -0.014 | 0.050 | 0.079 | -0.058 | 0.068 | 0.037 | 0.142 | 0.004 | 0.071 | -0.341 | -0.339 | 0.058 | -0.041 | -0.402 | 0.136 | 0.083 | 0.150 |
| out_prncp_inv | -0.019 | -0.067 | 0.017 | -0.047 | 0.092 | 0.249 | 0.252 | 0.040 | 0.143 | -0.083 | -0.008 | -0.230 | 0.007 | 0.076 | 0.206 | -0.023 | -0.013 | 0.253 | 0.050 | 0.090 | 0.015 | 0.114 | 0.114 | 0.219 | 0.221 | 0.034 | 0.305 | -0.004 | 0.028 | 0.116 | 0.000 | 0.330 | 0.000 | 0.290 | 0.034 | 0.685 | -0.105 | 0.252 | -0.017 | -0.087 | -0.108 | 0.169 | -0.029 | 0.148 | 0.148 | -0.323 | 0.218 | 0.283 | 0.153 | 0.028 | 0.019 | 0.068 | 0.059 | -0.024 | 0.015 | 0.028 | 0.120 | 0.061 | 0.047 | -0.011 | 0.057 | 0.008 | -0.026 | 0.026 | -0.001 | 0.033 | -0.074 | -0.007 | 0.002 | -0.076 | -0.001 | 0.018 | 0.000 | 0.000 | -0.023 | -0.073 | 0.023 | -0.069 | 0.028 | -0.063 | -0.059 | -0.084 | -0.091 | 0.399 | 1.000 | 1.000 | 0.028 | -0.093 | -0.045 | -0.020 | 0.028 | 0.025 | -0.236 | 0.078 | 0.316 | -0.065 | -0.045 | -0.081 | 0.199 | 0.199 | -0.077 | 0.113 | 0.112 | 0.144 | 0.168 | 0.076 | -0.005 | -0.057 | 0.069 | 0.076 | -0.001 | 0.035 | -0.029 | 0.306 | -0.014 | 0.051 | 0.079 | -0.058 | 0.068 | 0.037 | 0.142 | 0.004 | 0.071 | -0.341 | -0.339 | 0.058 | -0.041 | -0.402 | 0.136 | 0.083 | 0.150 |
| pct_tl_nvr_dlq | -0.059 | -0.004 | 0.013 | -0.074 | -0.060 | -0.100 | 0.018 | -0.053 | 0.171 | -0.036 | -0.096 | -0.022 | -0.063 | 0.000 | 0.005 | -0.486 | -0.050 | 0.022 | 0.075 | 0.071 | 0.009 | 0.357 | 0.357 | 0.064 | 0.065 | 0.046 | 0.046 | 0.036 | 0.005 | -0.020 | 0.068 | 0.081 | 0.000 | 0.000 | 0.016 | 0.021 | -0.030 | 0.018 | -0.042 | -0.061 | -0.049 | 0.049 | -0.101 | 0.173 | 0.173 | 0.026 | 0.064 | 0.014 | 0.137 | -0.142 | -0.143 | 0.036 | 0.037 | -0.108 | 0.197 | 0.127 | 0.250 | -0.006 | 0.003 | 0.056 | 0.046 | 0.082 | -0.594 | 0.092 | 0.037 | 0.114 | -0.006 | -0.075 | 0.067 | -0.046 | 0.043 | 0.037 | 0.000 | 0.021 | -0.260 | -0.034 | 0.035 | -0.038 | -0.042 | -0.010 | 0.003 | -0.031 | -0.013 | 0.053 | 0.028 | 0.028 | 1.000 | -0.023 | 0.004 | 0.057 | 0.029 | 0.002 | -0.020 | 0.165 | 0.101 | -0.027 | -0.046 | -0.025 | 0.188 | 0.188 | -0.032 | -0.095 | -0.061 | -0.018 | 0.015 | -0.009 | -0.065 | 0.085 | 0.053 | 0.000 | 0.040 | 0.041 | -0.045 | 0.040 | -0.134 | -0.035 | -0.018 | -0.087 | 0.039 | -0.038 | 0.237 | -0.003 | -0.030 | 0.015 | 0.015 | -0.014 | -0.051 | 0.020 | 0.223 | 0.020 | 0.000 |
| percent_bc_gt_75 | -0.014 | -0.148 | 0.024 | 0.512 | 0.010 | 0.032 | 0.046 | 0.109 | -0.637 | 0.863 | -0.010 | 0.066 | -0.034 | 0.030 | 0.077 | 0.012 | -0.013 | 0.036 | 0.171 | 0.165 | 0.016 | -0.407 | -0.407 | 0.038 | 0.038 | 0.129 | 0.099 | 0.079 | 0.008 | 0.044 | 0.000 | 0.045 | 0.086 | 0.106 | 0.022 | -0.194 | -0.054 | 0.096 | -0.078 | -0.108 | -0.062 | 0.062 | 0.300 | -0.217 | -0.217 | 0.022 | 0.038 | 0.046 | 0.309 | 0.053 | 0.037 | 0.137 | 0.137 | 0.031 | -0.004 | -0.000 | 0.059 | 0.086 | 0.182 | 0.013 | 0.080 | 0.007 | -0.016 | 0.079 | 0.141 | -0.136 | -0.108 | 0.022 | -0.096 | -0.075 | 0.143 | -0.058 | 0.000 | 0.004 | 0.001 | -0.157 | -0.058 | -0.148 | 0.055 | -0.081 | -0.059 | -0.142 | -0.146 | 0.086 | -0.093 | -0.093 | -0.023 | 1.000 | -0.032 | -0.033 | 0.059 | 0.010 | 0.071 | 0.305 | 0.199 | 0.746 | 0.010 | -0.038 | -0.166 | -0.166 | -0.064 | 0.094 | 0.008 | -0.014 | 0.034 | 0.044 | 0.455 | 0.009 | -0.039 | 0.000 | 0.022 | 0.111 | -0.007 | 0.062 | -0.068 | 0.075 | -0.005 | -0.038 | 0.116 | 0.027 | -0.203 | 0.005 | 0.020 | 0.119 | 0.119 | 0.213 | 0.034 | 0.077 | -0.173 | 0.096 | 0.043 |
| pub_rec | -0.004 | 0.121 | 0.020 | -0.011 | -0.032 | -0.095 | 0.009 | -0.089 | -0.087 | -0.027 | -0.012 | 0.025 | 0.008 | 0.000 | 0.011 | -0.043 | -0.003 | 0.012 | -0.039 | -0.010 | 0.008 | -0.254 | -0.254 | -0.075 | -0.074 | 0.007 | -0.021 | 0.050 | 0.000 | 0.061 | 0.000 | -0.014 | 0.125 | 0.000 | 0.000 | -0.005 | 0.029 | 0.000 | 0.079 | 0.120 | 0.081 | -0.065 | 0.070 | -0.101 | -0.101 | -0.005 | -0.075 | 0.000 | -0.130 | 0.040 | 0.044 | -0.079 | -0.068 | 0.006 | 0.096 | 0.082 | -0.313 | -0.050 | -0.038 | 0.104 | -0.067 | 0.095 | -0.002 | -0.050 | 0.001 | -0.051 | -0.005 | -0.006 | 0.013 | 0.035 | -0.005 | -0.027 | 0.000 | 0.000 | -0.012 | 0.099 | -0.016 | 0.064 | -0.016 | 0.048 | 0.066 | 0.093 | 0.124 | -0.021 | -0.045 | -0.045 | 0.004 | -0.032 | 1.000 | 0.842 | 0.019 | 0.000 | 0.023 | -0.166 | -0.139 | -0.068 | 0.014 | -0.018 | -0.114 | -0.114 | 0.014 | -0.030 | 0.057 | -0.039 | -0.071 | -0.058 | -0.013 | -0.068 | -0.028 | 0.000 | 0.016 | 0.000 | 0.423 | 0.007 | 0.068 | -0.093 | -0.102 | 0.016 | -0.088 | -0.005 | -0.174 | 0.021 | -0.024 | -0.030 | -0.030 | -0.015 | 0.000 | -0.031 | -0.159 | 0.015 | 0.023 |
| pub_rec_bankruptcies | -0.010 | 0.113 | 0.043 | -0.021 | -0.064 | -0.108 | 0.003 | -0.099 | -0.080 | -0.031 | -0.016 | 0.015 | -0.006 | 0.013 | 0.029 | -0.062 | -0.008 | 0.011 | -0.023 | -0.011 | 0.012 | -0.228 | -0.228 | -0.085 | -0.084 | 0.032 | 0.008 | 0.048 | 0.000 | 0.072 | 0.000 | -0.021 | 0.000 | 0.000 | 0.004 | 0.026 | 0.023 | 0.006 | 0.074 | 0.109 | 0.072 | -0.078 | 0.059 | -0.085 | -0.085 | -0.014 | -0.085 | 0.010 | -0.124 | 0.029 | 0.041 | -0.069 | -0.060 | 0.007 | 0.102 | 0.073 | 0.313 | -0.049 | -0.023 | 0.097 | -0.058 | 0.095 | -0.045 | -0.063 | -0.009 | -0.057 | 0.000 | -0.005 | 0.012 | 0.048 | -0.016 | -0.031 | 0.000 | 0.000 | -0.019 | 0.088 | -0.020 | 0.054 | -0.016 | 0.046 | 0.063 | 0.081 | 0.111 | 0.009 | -0.020 | -0.020 | 0.057 | -0.033 | 0.842 | 1.000 | 0.006 | 0.000 | 0.014 | -0.166 | -0.142 | -0.078 | 0.013 | -0.015 | -0.103 | -0.103 | 0.009 | -0.037 | 0.064 | -0.038 | -0.075 | -0.059 | -0.023 | -0.061 | -0.040 | 0.013 | 0.036 | 0.031 | 0.042 | 0.015 | 0.018 | -0.104 | -0.114 | 0.024 | -0.093 | -0.011 | -0.165 | 0.032 | -0.028 | -0.066 | -0.066 | -0.047 | -0.012 | -0.064 | -0.150 | 0.021 | 0.018 |
| purpose | 0.000 | 0.020 | 0.021 | 0.045 | 0.000 | 0.050 | 0.032 | 0.021 | 0.015 | 0.068 | 0.000 | 0.009 | 0.003 | 0.016 | 0.047 | 0.009 | 0.000 | 0.126 | 0.000 | 0.061 | 0.020 | 0.043 | 0.043 | 0.095 | 0.097 | 0.077 | 0.000 | 0.048 | 0.026 | 0.000 | 0.000 | 0.000 | 0.097 | 0.117 | 0.085 | 1.000 | 0.006 | 0.065 | 0.021 | 0.020 | 0.033 | 0.091 | 0.063 | 0.038 | 0.035 | 0.028 | 0.095 | 0.071 | 0.000 | 0.018 | 0.024 | 0.012 | 0.009 | 0.025 | 0.022 | 0.015 | 0.060 | 0.012 | 0.016 | 0.012 | 0.026 | 0.014 | 0.012 | 0.046 | 0.043 | 0.026 | 0.028 | 0.021 | 0.032 | 0.028 | 0.044 | 0.033 | 0.000 | 0.004 | 0.014 | 0.016 | 0.034 | 0.015 | 0.020 | 0.015 | 0.020 | 0.007 | 0.002 | 0.000 | 0.028 | 0.028 | 0.029 | 0.059 | 0.019 | 0.006 | 1.000 | 0.028 | 0.003 | 0.000 | 0.075 | 0.071 | 0.064 | 0.038 | 0.067 | 0.067 | 0.035 | 0.000 | 0.048 | 0.018 | 0.073 | 0.063 | 0.071 | 0.068 | 0.099 | 0.000 | 0.061 | 0.055 | 0.012 | 0.100 | 0.000 | 0.022 | 0.004 | 0.033 | 0.011 | 0.008 | 0.018 | 0.008 | 0.010 | 0.061 | 0.061 | 0.043 | 0.000 | 0.055 | 0.011 | 0.062 | 0.044 |
| pymnt_plan | 0.000 | 0.000 | 0.022 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.048 | 0.000 | 0.000 | 0.000 | 0.000 | 0.041 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.082 | 0.265 | 0.906 | 0.000 | 0.057 | 0.000 | 0.157 | 0.918 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.015 | 0.015 | 0.000 | 0.000 | 0.197 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.011 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.001 | 0.000 | 0.000 | 0.000 | 0.014 | 0.015 | 0.000 | 0.000 | 0.162 | 0.025 | 0.025 | 0.002 | 0.010 | 0.000 | 0.000 | 0.028 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.083 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.004 | 0.015 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 |
| recoveries | 0.008 | 0.080 | 0.000 | 0.070 | -0.042 | -0.059 | 0.000 | -0.043 | -0.084 | 0.065 | 0.001 | 0.979 | 0.008 | 0.356 | 0.346 | 0.019 | 0.010 | 0.018 | 0.051 | 0.020 | 0.000 | -0.107 | -0.107 | 0.034 | 0.033 | 0.059 | 0.070 | 0.186 | 0.000 | 0.086 | 0.000 | 0.083 | 0.319 | 0.084 | 0.000 | -0.180 | 0.053 | 0.019 | 0.027 | 0.057 | 0.072 | 0.039 | 0.173 | -0.409 | -0.409 | -0.162 | 0.034 | 0.128 | -0.022 | -0.013 | -0.033 | -0.056 | -0.059 | -0.033 | -0.008 | -0.014 | -0.047 | -0.045 | -0.053 | -0.011 | -0.055 | -0.008 | 0.018 | 0.024 | 0.045 | 0.009 | 0.021 | 0.017 | 0.025 | 0.026 | 0.044 | 0.023 | 0.000 | 0.000 | 0.017 | 0.071 | 0.020 | 0.047 | 0.023 | 0.045 | 0.048 | 0.054 | 0.068 | 0.093 | -0.236 | -0.236 | -0.020 | 0.071 | 0.023 | 0.014 | 0.003 | 0.000 | 1.000 | -0.008 | -0.021 | 0.064 | 0.010 | 0.044 | -0.092 | -0.092 | 0.104 | -0.040 | -0.024 | -0.008 | -0.006 | -0.001 | 0.035 | 0.356 | -0.054 | 0.257 | -0.147 | 0.056 | 0.018 | 0.108 | 0.013 | -0.034 | -0.050 | 0.021 | 0.006 | 0.024 | -0.068 | 0.013 | 0.001 | -0.088 | -0.088 | 0.047 | 0.152 | -0.215 | -0.058 | 0.045 | 0.009 |
| revol_bal | -0.004 | -0.003 | 0.023 | 0.187 | 0.414 | 0.344 | 0.000 | 0.283 | 0.196 | 0.340 | -0.022 | -0.010 | -0.051 | 0.000 | 0.000 | -0.043 | -0.002 | 0.027 | 0.270 | 0.268 | 0.005 | 0.018 | 0.018 | 0.457 | 0.456 | 0.010 | 0.259 | -0.005 | 0.000 | 0.131 | 0.000 | 0.327 | 0.000 | 0.000 | 0.026 | -0.039 | -0.149 | 0.011 | -0.073 | -0.060 | -0.050 | 0.442 | -0.020 | 0.069 | 0.069 | 0.199 | 0.457 | 0.008 | 0.791 | 0.161 | 0.299 | 0.021 | 0.050 | 0.254 | -0.005 | 0.041 | 0.106 | 0.067 | 0.009 | -0.026 | 0.058 | -0.038 | -0.148 | 0.510 | 0.526 | 0.431 | 0.369 | 0.091 | 0.418 | 0.367 | 0.529 | 0.402 | 0.000 | 0.000 | -0.064 | -0.040 | 0.402 | -0.038 | 0.097 | -0.064 | -0.023 | 0.006 | 0.026 | 0.218 | 0.078 | 0.078 | 0.165 | 0.305 | -0.166 | -0.166 | 0.000 | 0.000 | -0.008 | 1.000 | 0.652 | 0.446 | -0.056 | -0.082 | 0.140 | 0.140 | -0.082 | 0.212 | 0.076 | 0.223 | 0.242 | 0.046 | 0.176 | 0.412 | -0.038 | 0.000 | 0.120 | 0.000 | -0.028 | 0.013 | -0.154 | 0.405 | 0.424 | 0.326 | 0.489 | 0.139 | 0.638 | 0.090 | 0.163 | 0.338 | 0.338 | 0.333 | -0.022 | 0.295 | 0.734 | 0.016 | 0.018 |
| revol_bal_joint | -0.002 | 0.059 | 0.000 | 0.114 | 0.324 | 0.491 | 1.000 | 0.235 | 0.218 | 0.206 | -0.023 | -0.021 | -0.055 | 0.000 | 0.000 | -0.058 | -0.009 | 0.098 | 0.248 | 0.446 | 0.038 | 0.061 | 0.061 | 0.418 | 0.418 | 0.000 | 0.336 | 0.125 | 0.041 | 0.253 | 0.000 | 0.560 | 0.468 | 0.466 | 0.119 | 0.075 | -0.081 | 0.068 | 0.001 | -0.070 | -0.022 | 0.387 | -0.022 | 0.073 | 0.073 | 0.247 | 0.418 | 0.000 | 0.551 | 0.186 | 0.277 | 0.034 | -0.005 | 0.251 | 0.064 | 0.085 | 0.252 | -0.068 | 0.028 | -0.028 | 0.069 | 0.038 | -0.106 | 0.373 | 0.373 | 0.344 | 0.317 | 0.179 | 0.326 | 0.308 | 0.375 | 0.371 | 0.000 | 0.120 | -0.059 | 0.013 | 0.370 | 0.010 | 0.171 | 0.062 | 0.097 | -0.035 | -0.008 | 0.287 | 0.316 | 0.316 | 0.101 | 0.199 | -0.139 | -0.142 | 0.075 | 0.000 | -0.021 | 0.652 | 1.000 | 0.274 | -0.078 | -0.107 | 0.227 | 0.227 | -0.011 | 0.261 | 0.117 | 0.453 | 0.503 | 0.231 | 0.164 | 0.091 | -0.138 | 0.000 | 0.450 | 0.000 | -0.014 | 0.105 | -0.134 | 0.373 | 0.409 | 0.339 | 0.432 | 0.206 | 0.504 | 0.132 | 0.248 | 0.184 | 0.184 | 0.238 | -0.029 | 0.141 | 0.546 | 0.068 | 0.072 |
| revol_util | -0.017 | -0.223 | 0.017 | 0.672 | 0.086 | 0.090 | 0.046 | 0.193 | -0.610 | 0.863 | -0.009 | 0.060 | -0.039 | 0.029 | 0.063 | 0.010 | -0.014 | 0.048 | 0.178 | 0.176 | 0.015 | -0.420 | -0.420 | 0.114 | 0.114 | 0.125 | 0.051 | 0.104 | 0.000 | 0.044 | 0.053 | 0.036 | 0.000 | 0.059 | 0.024 | -0.182 | -0.071 | 0.085 | -0.094 | -0.136 | -0.085 | 0.137 | 0.288 | -0.213 | -0.213 | 0.045 | 0.114 | 0.033 | 0.406 | 0.068 | 0.033 | 0.199 | 0.187 | 0.051 | -0.005 | -0.021 | 0.032 | 0.103 | 0.198 | -0.004 | 0.097 | 0.012 | -0.014 | 0.120 | 0.128 | -0.120 | -0.115 | 0.023 | -0.196 | -0.158 | 0.131 | -0.134 | 0.005 | 0.008 | 0.007 | -0.211 | -0.134 | -0.189 | 0.059 | -0.091 | -0.072 | -0.200 | -0.229 | 0.010 | -0.065 | -0.065 | -0.027 | 0.746 | -0.068 | -0.078 | 0.071 | 0.000 | 0.064 | 0.446 | 0.274 | 1.000 | -0.016 | -0.051 | -0.141 | -0.141 | -0.082 | 0.116 | 0.050 | -0.026 | 0.027 | 0.039 | 0.516 | 0.123 | -0.042 | 0.000 | 0.073 | 0.108 | -0.003 | 0.068 | -0.092 | 0.125 | 0.023 | -0.087 | 0.183 | 0.040 | -0.152 | 0.028 | 0.041 | 0.166 | 0.166 | 0.263 | 0.036 | 0.119 | -0.180 | 0.099 | 0.054 |
| sec_app_chargeoff_within_12_mths | -0.005 | 0.006 | 0.000 | -0.018 | -0.017 | -0.028 | 1.000 | -0.052 | -0.029 | 0.001 | 0.201 | 0.010 | 0.018 | 0.000 | 0.000 | 0.080 | -0.006 | 0.000 | -0.025 | -0.016 | 0.000 | -0.045 | -0.045 | -0.066 | -0.066 | 0.068 | -0.378 | 0.172 | 0.000 | -0.172 | 0.000 | -0.447 | 0.000 | 0.000 | 0.000 | -0.028 | -0.020 | 0.000 | 0.005 | -0.004 | 0.006 | -0.061 | 0.079 | -0.030 | -0.030 | -0.051 | -0.066 | 0.000 | -0.058 | -0.018 | 0.014 | -0.026 | -0.000 | -0.044 | -0.121 | -0.107 | -0.033 | 0.039 | -0.014 | -0.043 | -0.012 | -0.053 | 0.069 | -0.013 | -0.004 | -0.018 | -0.004 | -0.011 | 0.007 | 0.016 | -0.002 | -0.011 | 0.000 | 0.000 | 0.111 | -0.016 | -0.010 | -0.001 | -0.024 | -0.032 | -0.027 | 0.011 | 0.033 | -0.393 | -0.045 | -0.045 | -0.046 | 0.010 | 0.014 | 0.013 | 0.064 | 0.000 | 0.010 | -0.056 | -0.078 | -0.016 | 1.000 | 0.138 | -0.193 | -0.193 | 0.036 | -0.053 | -0.372 | -0.033 | -0.070 | -0.010 | 0.058 | NaN | NaN | 1.000 | NaN | 0.155 | 0.023 | 0.007 | 0.006 | -0.050 | -0.050 | -0.001 | -0.051 | -0.036 | -0.049 | -0.035 | -0.034 | -0.041 | -0.041 | -0.010 | 0.047 | -0.052 | -0.046 | 0.000 | 0.000 |
| sec_app_collections_12_mths_ex_med | -0.008 | 0.017 | 0.056 | -0.019 | -0.026 | -0.040 | 1.000 | -0.065 | -0.023 | -0.050 | 0.001 | 0.045 | 0.085 | 0.086 | 0.095 | 0.039 | -0.009 | 0.000 | -0.016 | -0.018 | 0.016 | -0.045 | -0.045 | -0.086 | -0.086 | 0.040 | NaN | NaN | 0.000 | NaN | 1.000 | NaN | 1.000 | 1.000 | 0.059 | -0.047 | 0.011 | 0.032 | 0.024 | 0.034 | 0.022 | -0.069 | 0.080 | -0.082 | -0.082 | -0.053 | -0.086 | 0.034 | -0.087 | -0.008 | -0.040 | -0.028 | -0.017 | -0.065 | -0.062 | -0.010 | -0.083 | -0.003 | -0.015 | -0.052 | -0.060 | -0.030 | 0.048 | -0.039 | -0.016 | -0.036 | -0.033 | -0.011 | -0.007 | -0.010 | -0.016 | -0.007 | 0.000 | 0.000 | 0.038 | 0.018 | -0.007 | 0.025 | -0.002 | -0.007 | 0.015 | 0.033 | 0.023 | NaN | -0.081 | -0.081 | -0.025 | -0.038 | -0.018 | -0.015 | 0.038 | 0.000 | 0.044 | -0.082 | -0.107 | -0.051 | 0.138 | 1.000 | -0.274 | -0.274 | 0.038 | -0.091 | -0.218 | -0.061 | -0.066 | 0.001 | 0.068 | -0.071 | 0.000 | 0.453 | 0.557 | 0.063 | 0.018 | 0.015 | 0.084 | -0.062 | -0.068 | -0.015 | -0.043 | -0.015 | -0.073 | -0.001 | -0.024 | -0.048 | -0.048 | -0.024 | 0.079 | -0.057 | -0.068 | 0.000 | 0.000 |
| sec_app_fico_range_high | -0.005 | -0.048 | 0.038 | -0.159 | 0.121 | 0.160 | 1.000 | 0.220 | 0.314 | -0.171 | -0.059 | -0.092 | -0.076 | 0.000 | 0.155 | -0.142 | -0.006 | 0.040 | 0.037 | 0.043 | 0.019 | 0.450 | 0.450 | 0.233 | 0.232 | 0.184 | -0.372 | 0.211 | 0.007 | -0.247 | 0.470 | 0.145 | 0.273 | 0.000 | 0.161 | 0.102 | -0.084 | 0.106 | -0.062 | -0.104 | -0.073 | 0.161 | -0.399 | 0.389 | 0.389 | 0.128 | 0.233 | 0.070 | 0.198 | 0.095 | 0.168 | 0.104 | 0.043 | 0.231 | 0.145 | 0.173 | 0.249 | -0.009 | 0.080 | 0.093 | 0.055 | 0.124 | -0.143 | 0.023 | -0.055 | 0.107 | 0.125 | 0.094 | 0.043 | 0.081 | -0.055 | 0.091 | 0.037 | 0.000 | -0.109 | -0.078 | 0.090 | -0.044 | 0.059 | 0.006 | 0.030 | -0.115 | -0.115 | -0.413 | 0.199 | 0.199 | 0.188 | -0.166 | -0.114 | -0.103 | 0.067 | 0.000 | -0.092 | 0.140 | 0.227 | -0.141 | -0.193 | -0.274 | 1.000 | 1.000 | -0.130 | 0.294 | 0.428 | 0.170 | 0.192 | 0.096 | -0.403 | 0.201 | 0.275 | 0.000 | -0.013 | 0.171 | -0.055 | 0.099 | -0.142 | 0.239 | 0.280 | 0.125 | 0.144 | 0.090 | 0.317 | 0.081 | 0.123 | 0.089 | 0.090 | -0.025 | -0.129 | 0.145 | 0.298 | 0.038 | 0.027 |
| sec_app_fico_range_low | -0.005 | -0.048 | 0.038 | -0.159 | 0.121 | 0.160 | 1.000 | 0.220 | 0.314 | -0.171 | -0.059 | -0.092 | -0.076 | 0.000 | 0.155 | -0.142 | -0.006 | 0.040 | 0.037 | 0.043 | 0.019 | 0.450 | 0.450 | 0.233 | 0.232 | 0.184 | -0.372 | 0.211 | 0.007 | -0.247 | 0.470 | 0.145 | 0.273 | 0.000 | 0.161 | 0.102 | -0.084 | 0.106 | -0.062 | -0.104 | -0.073 | 0.161 | -0.399 | 0.389 | 0.389 | 0.128 | 0.233 | 0.070 | 0.198 | 0.095 | 0.168 | 0.104 | 0.043 | 0.231 | 0.145 | 0.173 | 0.249 | -0.009 | 0.080 | 0.093 | 0.055 | 0.124 | -0.143 | 0.023 | -0.055 | 0.107 | 0.125 | 0.094 | 0.043 | 0.081 | -0.055 | 0.091 | 0.037 | 0.000 | -0.109 | -0.078 | 0.090 | -0.044 | 0.059 | 0.006 | 0.030 | -0.115 | -0.115 | -0.413 | 0.199 | 0.199 | 0.188 | -0.166 | -0.114 | -0.103 | 0.067 | 0.000 | -0.092 | 0.140 | 0.227 | -0.141 | -0.193 | -0.274 | 1.000 | 1.000 | -0.130 | 0.294 | 0.428 | 0.170 | 0.192 | 0.096 | -0.403 | 0.201 | 0.275 | 0.000 | -0.013 | 0.171 | -0.055 | 0.099 | -0.142 | 0.239 | 0.280 | 0.125 | 0.144 | 0.090 | 0.317 | 0.081 | 0.123 | 0.089 | 0.090 | -0.025 | -0.129 | 0.145 | 0.298 | 0.038 | 0.027 |
| sec_app_inq_last_6mths | 0.011 | 0.127 | 0.000 | -0.018 | -0.010 | 0.025 | 1.000 | -0.053 | 0.013 | -0.073 | 0.015 | 0.104 | -0.025 | 0.029 | 0.125 | -0.006 | 0.003 | 0.000 | -0.029 | 0.031 | 0.000 | -0.054 | -0.054 | -0.086 | -0.086 | 0.044 | -0.182 | 0.000 | 0.083 | -0.005 | 0.000 | 0.184 | 0.000 | 0.193 | 0.069 | -0.019 | 0.073 | 0.032 | 0.110 | 0.184 | 0.296 | -0.077 | 0.095 | -0.117 | -0.117 | -0.058 | -0.086 | 0.069 | -0.109 | -0.010 | -0.020 | -0.130 | -0.140 | -0.042 | 0.028 | -0.002 | -0.105 | -0.079 | -0.103 | 0.048 | -0.198 | 0.045 | 0.049 | -0.007 | 0.019 | 0.004 | 0.027 | -0.007 | 0.035 | 0.046 | 0.019 | 0.017 | 0.000 | 0.008 | 0.019 | 0.132 | 0.018 | 0.159 | -0.008 | 0.082 | 0.060 | 0.115 | 0.126 | -0.142 | -0.077 | -0.077 | -0.032 | -0.064 | 0.014 | 0.009 | 0.035 | 0.083 | 0.104 | -0.082 | -0.011 | -0.082 | 0.036 | 0.038 | -0.130 | -0.130 | 1.000 | -0.056 | 0.007 | 0.129 | 0.137 | 0.099 | -0.053 | -0.247 | -0.275 | 0.000 | 0.467 | 0.054 | 0.020 | 0.041 | 0.053 | -0.041 | -0.042 | 0.021 | -0.009 | 0.019 | -0.048 | 0.034 | 0.005 | -0.059 | -0.059 | -0.028 | 0.099 | -0.079 | -0.040 | 0.020 | 0.026 |
| sec_app_mort_acc | 0.028 | 0.080 | 0.043 | 0.067 | 0.126 | 0.301 | 1.000 | 0.467 | 0.045 | 0.096 | 0.000 | -0.040 | -0.034 | 0.000 | 0.032 | 0.087 | 0.015 | 0.043 | 0.111 | 0.002 | 0.024 | 0.034 | 0.034 | 0.214 | 0.214 | 0.039 | 0.378 | -0.208 | 0.000 | -0.115 | 0.151 | 0.617 | 0.379 | 0.218 | 0.278 | -0.012 | -0.027 | 0.071 | 0.068 | 0.050 | 0.008 | 0.166 | -0.132 | 0.064 | 0.064 | 0.157 | 0.214 | 0.022 | 0.203 | 0.165 | 0.225 | 0.050 | -0.023 | 0.662 | -0.049 | -0.032 | -0.089 | -0.038 | 0.058 | -0.026 | 0.003 | -0.026 | 0.059 | 0.050 | 0.061 | 0.046 | 0.134 | 0.161 | 0.056 | 0.142 | 0.062 | 0.118 | 0.000 | 0.026 | 0.040 | 0.043 | 0.119 | 0.014 | 0.064 | 0.052 | 0.079 | -0.049 | -0.050 | 0.455 | 0.113 | 0.113 | -0.095 | 0.094 | -0.030 | -0.037 | 0.000 | 0.000 | -0.040 | 0.212 | 0.261 | 0.116 | -0.053 | -0.091 | 0.294 | 0.294 | -0.056 | 1.000 | 0.160 | 0.277 | 0.231 | 0.097 | -0.053 | 0.659 | -0.197 | 0.000 | 0.428 | 0.013 | -0.010 | 0.084 | -0.069 | 0.491 | 0.490 | 0.271 | 0.192 | 0.126 | 0.146 | 0.158 | 0.146 | 0.147 | 0.147 | 0.070 | -0.052 | 0.154 | 0.166 | 0.024 | 0.036 |
| sec_app_mths_since_last_major_derog | 0.029 | 0.072 | 0.000 | 0.051 | 0.059 | 0.054 | 1.000 | 0.135 | 0.045 | 0.025 | -0.070 | -0.024 | -0.007 | 0.000 | 0.000 | -0.129 | 0.029 | 0.000 | 0.073 | 0.066 | 0.026 | -0.046 | -0.046 | 0.125 | 0.124 | 0.034 | 0.500 | -0.300 | 1.000 | -0.500 | 0.000 | 0.500 | 0.000 | 1.000 | 0.033 | 0.045 | 0.004 | 0.000 | 0.022 | 0.036 | -0.010 | 0.100 | -0.124 | 0.021 | 0.021 | 0.056 | 0.125 | 0.000 | 0.084 | 0.053 | 0.044 | 0.001 | -0.019 | 0.123 | 0.310 | 0.462 | -0.049 | -0.071 | -0.011 | 0.375 | -0.006 | 0.298 | 0.088 | 0.065 | 0.050 | 0.028 | 0.041 | 0.066 | 0.003 | 0.014 | 0.046 | 0.030 | 0.000 | 0.000 | -0.168 | 0.061 | 0.031 | 0.031 | 0.076 | 0.073 | 0.076 | 0.015 | 0.039 | 0.500 | 0.112 | 0.112 | -0.061 | 0.008 | 0.057 | 0.064 | 0.048 | 1.000 | -0.024 | 0.076 | 0.117 | 0.050 | -0.372 | -0.218 | 0.428 | 0.428 | 0.007 | 0.160 | 1.000 | 0.097 | 0.110 | -0.008 | -0.059 | -1.000 | 0.500 | 1.000 | -0.500 | 0.000 | 0.004 | 0.077 | 0.091 | 0.127 | 0.122 | 0.045 | 0.115 | 0.115 | 0.068 | 0.052 | 0.118 | 0.061 | 0.061 | 0.036 | -0.030 | 0.079 | 0.048 | 0.000 | 0.000 |
| sec_app_num_rev_accts | 0.012 | 0.117 | 0.064 | -0.062 | 0.166 | 0.284 | 1.000 | 0.080 | 0.196 | -0.046 | 0.003 | -0.008 | -0.028 | 0.000 | 0.000 | 0.007 | 0.001 | 0.043 | 0.057 | 0.237 | 0.012 | 0.059 | 0.059 | 0.238 | 0.238 | 0.036 | 0.345 | -0.251 | 0.000 | 0.367 | 0.410 | 0.673 | 0.172 | 0.151 | 0.089 | -0.025 | -0.034 | 0.000 | 0.018 | 0.019 | 0.015 | 0.211 | -0.098 | 0.038 | 0.038 | 0.152 | 0.238 | 0.000 | 0.142 | 0.123 | 0.271 | -0.080 | -0.057 | 0.198 | 0.031 | -0.055 | -0.069 | 0.005 | -0.063 | 0.027 | 0.014 | 0.062 | 0.024 | 0.202 | 0.226 | 0.257 | 0.359 | 0.070 | 0.297 | 0.397 | 0.227 | 0.258 | 0.000 | 0.045 | 0.028 | 0.072 | 0.259 | 0.069 | 0.012 | 0.015 | 0.022 | 0.077 | 0.121 | 0.322 | 0.144 | 0.144 | -0.018 | -0.014 | -0.039 | -0.038 | 0.018 | 0.000 | -0.008 | 0.223 | 0.453 | -0.026 | -0.033 | -0.061 | 0.170 | 0.170 | 0.129 | 0.277 | 0.097 | 1.000 | 0.746 | 0.182 | -0.164 | 0.166 | 0.044 | 0.320 | 0.526 | 0.027 | -0.005 | 0.076 | -0.038 | 0.181 | 0.217 | 0.316 | 0.165 | 0.079 | 0.248 | 0.097 | 0.098 | 0.155 | 0.155 | 0.124 | -0.021 | 0.150 | 0.298 | 0.033 | 0.028 |
| sec_app_open_acc | -0.005 | 0.142 | 0.081 | 0.019 | 0.175 | 0.331 | 1.000 | 0.114 | 0.149 | 0.015 | -0.021 | -0.006 | -0.006 | 0.041 | 0.040 | -0.021 | -0.017 | 0.028 | 0.106 | 0.355 | 0.031 | 0.044 | 0.044 | 0.240 | 0.240 | 0.000 | 0.206 | -0.307 | 0.000 | 0.044 | 0.447 | 0.430 | 0.447 | 0.000 | 0.093 | -0.017 | -0.004 | 0.000 | 0.054 | 0.041 | 0.026 | 0.213 | -0.035 | 0.023 | 0.023 | 0.155 | 0.240 | 0.019 | 0.153 | 0.115 | 0.132 | -0.066 | -0.066 | 0.165 | 0.039 | 0.018 | 0.070 | -0.051 | -0.062 | -0.012 | 0.013 | 0.027 | -0.028 | 0.235 | 0.255 | 0.271 | 0.225 | 0.143 | 0.294 | 0.254 | 0.257 | 0.337 | 0.000 | 0.000 | -0.002 | 0.096 | 0.336 | 0.081 | 0.149 | 0.069 | 0.084 | 0.070 | 0.105 | 0.269 | 0.168 | 0.168 | 0.015 | 0.034 | -0.071 | -0.075 | 0.073 | 0.000 | -0.006 | 0.242 | 0.503 | 0.027 | -0.070 | -0.066 | 0.192 | 0.192 | 0.137 | 0.231 | 0.110 | 0.746 | 1.000 | 0.573 | -0.108 | 0.170 | 0.293 | 0.424 | 0.483 | 0.000 | -0.018 | 0.108 | -0.007 | 0.245 | 0.271 | 0.272 | 0.256 | 0.180 | 0.234 | 0.115 | 0.198 | 0.159 | 0.159 | 0.166 | -0.011 | 0.141 | 0.279 | 0.024 | 0.020 |
| sec_app_open_act_il | -0.022 | 0.076 | 0.063 | 0.104 | 0.067 | 0.243 | 1.000 | 0.116 | -0.015 | 0.042 | -0.004 | -0.001 | -0.011 | 0.000 | 0.000 | 0.006 | -0.032 | 0.000 | 0.166 | 0.348 | 0.038 | 0.045 | 0.045 | 0.087 | 0.087 | 0.000 | 0.148 | -0.076 | 0.022 | 0.162 | 0.140 | 0.162 | 0.726 | 0.000 | 0.072 | 0.026 | 0.041 | 0.000 | 0.072 | 0.050 | 0.033 | 0.060 | 0.047 | 0.009 | 0.009 | 0.052 | 0.087 | 0.000 | 0.029 | 0.087 | -0.008 | 0.013 | -0.050 | 0.080 | -0.017 | 0.010 | 0.058 | -0.129 | 0.025 | -0.024 | -0.002 | -0.014 | -0.023 | -0.015 | 0.003 | -0.008 | -0.028 | 0.231 | 0.012 | 0.010 | 0.004 | 0.151 | 0.000 | 0.000 | 0.016 | 0.055 | 0.150 | 0.061 | 0.300 | 0.138 | 0.173 | -0.016 | -0.028 | 0.191 | 0.076 | 0.076 | -0.009 | 0.044 | -0.058 | -0.059 | 0.063 | 0.000 | -0.001 | 0.046 | 0.231 | 0.039 | -0.010 | 0.001 | 0.096 | 0.096 | 0.099 | 0.097 | -0.008 | 0.182 | 0.573 | 1.000 | 0.054 | 0.124 | 0.170 | 0.000 | 0.172 | 0.032 | -0.028 | 0.070 | -0.001 | 0.172 | 0.170 | 0.150 | 0.253 | 0.281 | 0.016 | 0.158 | 0.295 | 0.039 | 0.039 | 0.078 | 0.020 | 0.020 | 0.032 | 0.000 | 0.037 |
| sec_app_revol_util | -0.045 | -0.155 | 0.043 | 0.355 | -0.009 | 0.023 | 1.000 | 0.049 | -0.423 | 0.478 | 0.015 | 0.035 | -0.003 | 0.000 | 0.060 | 0.029 | -0.028 | 0.035 | 0.072 | 0.127 | 0.023 | -0.307 | -0.307 | 0.009 | 0.009 | 0.134 | 0.209 | -0.172 | 0.000 | 0.046 | 0.000 | 0.046 | 0.000 | 0.583 | 0.017 | -0.074 | -0.037 | 0.036 | -0.042 | -0.079 | -0.038 | 0.047 | 0.298 | -0.208 | -0.208 | 0.011 | 0.009 | 0.077 | 0.112 | 0.004 | -0.024 | 0.122 | 0.126 | -0.055 | -0.033 | 0.003 | 0.080 | 0.057 | 0.135 | 0.005 | 0.067 | -0.010 | 0.017 | -0.002 | 0.041 | -0.170 | -0.173 | -0.046 | -0.177 | -0.177 | 0.041 | -0.148 | 0.000 | 0.022 | -0.002 | -0.130 | -0.148 | -0.120 | 0.000 | -0.054 | -0.065 | -0.118 | -0.142 | 0.280 | -0.005 | -0.005 | -0.065 | 0.455 | -0.013 | -0.023 | 0.071 | 0.000 | 0.035 | 0.176 | 0.164 | 0.516 | 0.058 | 0.068 | -0.403 | -0.403 | -0.053 | -0.053 | -0.059 | -0.164 | -0.108 | 0.054 | 1.000 | 0.055 | -0.527 | 0.286 | -0.405 | 0.127 | 0.020 | 0.025 | -0.031 | -0.014 | -0.054 | -0.133 | 0.032 | -0.031 | -0.192 | 0.009 | -0.022 | 0.031 | 0.031 | 0.152 | 0.053 | -0.029 | -0.189 | 0.060 | 0.068 |
| settlement_amount | 0.011 | 0.036 | 0.000 | 0.104 | 0.407 | 0.154 | 0.184 | 0.267 | 0.148 | 0.063 | -0.030 | 0.355 | 0.062 | 1.000 | 0.000 | -0.003 | 0.016 | 0.000 | 0.117 | 0.307 | 0.000 | 0.090 | 0.090 | 0.823 | 0.823 | 0.145 | 0.902 | 0.402 | 1.000 | 0.140 | 0.000 | 0.972 | 0.470 | 0.000 | 0.080 | 0.155 | -0.058 | 0.030 | 0.025 | 0.010 | -0.022 | 0.768 | 0.311 | 0.160 | 0.160 | 0.574 | 0.823 | 0.009 | 0.355 | 0.156 | 0.108 | 0.065 | 0.027 | 0.161 | 0.001 | -0.029 | 0.100 | -0.063 | 0.066 | -0.063 | -0.016 | -0.003 | -0.072 | 0.146 | 0.156 | 0.173 | 0.154 | 0.182 | 0.155 | 0.165 | 0.154 | 0.192 | 1.000 | 0.273 | -0.032 | 0.013 | 0.189 | -0.047 | 0.113 | 0.091 | 0.141 | -0.079 | -0.029 | 0.976 | -0.057 | -0.057 | 0.085 | 0.009 | -0.068 | -0.061 | 0.068 | 1.000 | 0.356 | 0.412 | 0.091 | 0.123 | NaN | -0.071 | 0.201 | 0.201 | -0.247 | 0.659 | -1.000 | 0.166 | 0.170 | 0.124 | 0.055 | 1.000 | 0.141 | 0.185 | 0.396 | 0.134 | -0.014 | 0.483 | -0.044 | 0.316 | 0.333 | 0.223 | 0.373 | 0.257 | 0.305 | 0.060 | 0.262 | 0.477 | 0.476 | 0.516 | -0.078 | 0.142 | 0.372 | 0.075 | 0.000 |
| settlement_percentage | 0.087 | 0.006 | 0.092 | -0.031 | -0.031 | -0.422 | 0.000 | -0.024 | 0.043 | -0.039 | -0.027 | -0.051 | -0.040 | 1.000 | 0.000 | 0.045 | 0.075 | 0.133 | 0.023 | 0.317 | 0.000 | 0.027 | 0.027 | -0.062 | -0.063 | 0.000 | -0.176 | -0.472 | 1.000 | -0.050 | 0.000 | -0.212 | 0.000 | 0.483 | 0.036 | 0.181 | -0.018 | 0.152 | -0.013 | -0.069 | 0.020 | -0.058 | -0.020 | -0.058 | -0.058 | -0.091 | -0.062 | 0.015 | -0.017 | -0.028 | 0.001 | 0.014 | -0.045 | -0.039 | -0.102 | -0.064 | 0.018 | 0.014 | 0.015 | 0.017 | -0.000 | -0.075 | 0.002 | -0.024 | -0.028 | -0.038 | -0.026 | 0.011 | -0.029 | -0.028 | -0.018 | -0.029 | 1.000 | 0.174 | -0.040 | 0.009 | -0.034 | -0.020 | -0.040 | -0.082 | -0.005 | -0.015 | -0.062 | -0.417 | 0.069 | 0.069 | 0.053 | -0.039 | -0.028 | -0.040 | 0.099 | 1.000 | -0.054 | -0.038 | -0.138 | -0.042 | NaN | 0.000 | 0.275 | 0.275 | -0.275 | -0.197 | 0.500 | 0.044 | 0.293 | 0.170 | -0.527 | 0.141 | 1.000 | 0.158 | 0.071 | 0.000 | -0.011 | 0.088 | -0.010 | -0.029 | -0.016 | -0.023 | -0.014 | -0.061 | 0.002 | 0.047 | -0.006 | -0.076 | -0.078 | -0.073 | 0.175 | -0.076 | -0.021 | 0.000 | 0.000 |
| settlement_status | 0.028 | 0.044 | 0.123 | 0.093 | 0.000 | 0.173 | 0.073 | 0.000 | 0.000 | 0.037 | 0.000 | 0.255 | 0.037 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.136 | 0.142 | 0.052 | 0.340 | 0.428 | 1.000 | 0.164 | 0.000 | 0.000 | 0.000 | 0.636 | 0.025 | 1.000 | 0.048 | 0.100 | 0.000 | 0.000 | 0.034 | 0.144 | 0.085 | 0.208 | 0.209 | 1.000 | 0.136 | 0.108 | 0.000 | 0.000 | 0.044 | 0.022 | 0.000 | 0.025 | 0.043 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.071 | 0.032 | 0.031 | 0.000 | 0.016 | 0.051 | 0.039 | 0.000 | 1.000 | 0.000 | 0.000 | 0.047 | 0.000 | 0.067 | 0.000 | 0.046 | 0.000 | 0.080 | 0.113 | 0.000 | 0.076 | 0.076 | 0.000 | 0.000 | 0.000 | 0.013 | 0.000 | 1.000 | 0.257 | 0.000 | 0.000 | 0.000 | 1.000 | 0.453 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.320 | 0.424 | 0.000 | 0.286 | 0.185 | 0.158 | 1.000 | 0.430 | 0.052 | 0.000 | 0.118 | 0.065 | 0.000 | 0.000 | 0.000 | 0.000 | 0.059 | 0.000 | 0.000 | 0.033 | 0.040 | 0.035 | 0.106 | 0.036 | 0.079 | 0.000 | 0.000 | 0.076 |
| settlement_term | -0.040 | 0.042 | 0.088 | 0.051 | 0.144 | -0.054 | 0.063 | 0.058 | 0.010 | 0.060 | 0.026 | -0.144 | 0.051 | 1.000 | 0.000 | -0.059 | -0.031 | 0.000 | 0.036 | 0.267 | 0.000 | 0.011 | 0.011 | 0.325 | 0.326 | 0.079 | 0.735 | 0.176 | 1.000 | 0.237 | 0.000 | 0.625 | 0.000 | 0.000 | 0.098 | 0.386 | -0.046 | 0.196 | 0.040 | 0.034 | -0.025 | 0.302 | 0.158 | -0.123 | -0.123 | 0.198 | 0.325 | 0.077 | 0.142 | 0.060 | 0.031 | -0.010 | 0.001 | 0.026 | 0.034 | -0.072 | 0.038 | 0.010 | 0.005 | 0.000 | -0.011 | 0.076 | 0.021 | 0.057 | 0.062 | 0.055 | 0.011 | 0.037 | 0.035 | -0.003 | 0.053 | 0.027 | 1.000 | 0.000 | 0.009 | 0.013 | 0.032 | -0.021 | 0.065 | 0.002 | 0.041 | 0.010 | 0.030 | 0.759 | -0.001 | -0.001 | 0.040 | 0.022 | 0.016 | 0.036 | 0.061 | 1.000 | -0.147 | 0.120 | 0.450 | 0.073 | NaN | 0.557 | -0.013 | -0.013 | 0.467 | 0.428 | -0.500 | 0.526 | 0.483 | 0.172 | -0.405 | 0.396 | 0.071 | 0.430 | 1.000 | 0.069 | -0.016 | 0.274 | -0.012 | 0.065 | 0.069 | 0.042 | 0.095 | 0.137 | 0.085 | 0.034 | 0.070 | 0.088 | 0.089 | 0.251 | -0.095 | 0.065 | 0.085 | 0.000 | 0.000 |
| sub_grade | 0.018 | 0.059 | 0.010 | 0.113 | 0.000 | 0.048 | 0.033 | 0.016 | 0.088 | 0.119 | 0.000 | 0.052 | 0.016 | 0.066 | 0.234 | 0.020 | 0.000 | 0.193 | 0.000 | 0.083 | 0.011 | 0.183 | 0.183 | 0.062 | 0.063 | 1.000 | 0.314 | 0.000 | 0.008 | 0.142 | 0.000 | 0.050 | 0.000 | 0.000 | 0.044 | 1.000 | 0.054 | 0.144 | 0.043 | 0.051 | 0.085 | 0.067 | 0.728 | 0.182 | 0.182 | 0.044 | 0.063 | 0.093 | 0.000 | 0.019 | 0.048 | 0.023 | 0.023 | 0.022 | 0.026 | 0.019 | 0.042 | 0.013 | 0.015 | 0.009 | 0.054 | 0.022 | 0.016 | 0.008 | 0.027 | 0.026 | 0.033 | 0.000 | 0.013 | 0.022 | 0.030 | 0.015 | 0.028 | 0.010 | 0.015 | 0.060 | 0.015 | 0.054 | 0.014 | 0.050 | 0.053 | 0.049 | 0.045 | 0.411 | 0.035 | 0.035 | 0.041 | 0.111 | 0.000 | 0.031 | 0.055 | 0.000 | 0.056 | 0.000 | 0.000 | 0.108 | 0.155 | 0.063 | 0.171 | 0.171 | 0.054 | 0.013 | 0.000 | 0.027 | 0.000 | 0.032 | 0.127 | 0.134 | 0.000 | 0.052 | 0.069 | 1.000 | 0.000 | 0.391 | 0.000 | 0.025 | 0.006 | 0.021 | 0.010 | 0.015 | 0.076 | 0.017 | 0.009 | 0.067 | 0.067 | 0.168 | 0.022 | 0.046 | 0.036 | 0.192 | 0.110 |
| tax_liens | 0.003 | 0.027 | 0.014 | 0.009 | 0.056 | 0.005 | 0.000 | -0.002 | -0.021 | -0.002 | -0.004 | 0.020 | 0.013 | 0.000 | 0.000 | 0.018 | 0.002 | 0.001 | -0.032 | -0.000 | 0.008 | -0.078 | -0.078 | 0.013 | 0.013 | 0.004 | -0.014 | 0.039 | 0.000 | 0.061 | 0.042 | 0.013 | 0.202 | 0.000 | 0.000 | -0.033 | 0.007 | 0.006 | 0.025 | 0.039 | 0.024 | 0.019 | 0.027 | -0.040 | -0.040 | 0.016 | 0.013 | 0.000 | -0.026 | 0.022 | 0.015 | -0.017 | -0.016 | -0.006 | 0.007 | 0.019 | -0.324 | -0.014 | -0.011 | 0.016 | -0.026 | 0.003 | 0.025 | 0.008 | 0.008 | -0.000 | -0.011 | -0.002 | -0.001 | -0.016 | 0.008 | -0.004 | 0.000 | 0.000 | 0.005 | 0.025 | -0.002 | 0.012 | 0.002 | 0.016 | 0.023 | 0.020 | 0.025 | -0.051 | -0.029 | -0.029 | -0.045 | -0.007 | 0.423 | 0.042 | 0.012 | 0.000 | 0.018 | -0.028 | -0.014 | -0.003 | 0.023 | 0.018 | -0.055 | -0.055 | 0.020 | -0.010 | 0.004 | -0.005 | -0.018 | -0.028 | 0.020 | -0.014 | -0.011 | 0.000 | -0.016 | 0.000 | 1.000 | 0.002 | 0.056 | -0.002 | -0.003 | -0.014 | 0.002 | 0.018 | -0.037 | -0.008 | 0.014 | 0.048 | 0.048 | 0.049 | 0.020 | 0.041 | -0.036 | 0.011 | 0.030 |
| term | 0.004 | 0.018 | 0.050 | 0.068 | 0.000 | 0.063 | 0.067 | 0.025 | 0.005 | 0.050 | 0.000 | 0.097 | 0.014 | 0.024 | 0.092 | 0.006 | 0.007 | 0.016 | 0.016 | 0.081 | 0.060 | 0.045 | 0.045 | 0.440 | 0.438 | 0.380 | 0.413 | 0.000 | 0.000 | 0.336 | 0.000 | 0.354 | 0.000 | 0.000 | 0.107 | 1.000 | 0.039 | 0.153 | 0.022 | 0.012 | 0.000 | 0.301 | 0.365 | 0.042 | 0.042 | 0.202 | 0.440 | 0.180 | 0.000 | 0.086 | 0.081 | 0.010 | 0.010 | 0.052 | 0.010 | 0.020 | 0.046 | 0.027 | 0.015 | 0.000 | 0.013 | 0.000 | 0.014 | 0.040 | 0.045 | 0.036 | 0.043 | 0.053 | 0.045 | 0.037 | 0.047 | 0.069 | 0.000 | 0.003 | 0.008 | 0.000 | 0.070 | 0.000 | 0.016 | 0.026 | 0.048 | 0.029 | 0.024 | 0.441 | 0.306 | 0.306 | 0.040 | 0.062 | 0.007 | 0.015 | 0.100 | 0.000 | 0.108 | 0.013 | 0.105 | 0.068 | 0.007 | 0.015 | 0.099 | 0.099 | 0.041 | 0.084 | 0.077 | 0.076 | 0.108 | 0.070 | 0.025 | 0.483 | 0.088 | 0.118 | 0.274 | 0.391 | 0.002 | 1.000 | 0.000 | 0.042 | 0.000 | 0.096 | 0.060 | 0.048 | 0.017 | 0.057 | 0.060 | 0.224 | 0.224 | 0.498 | 0.019 | 0.131 | 0.015 | 0.095 | 0.000 |
| tot_coll_amt | -0.001 | 0.076 | 0.000 | -0.012 | -0.039 | -0.038 | 0.000 | -0.050 | -0.043 | -0.069 | 0.003 | 0.015 | 0.226 | 0.009 | 0.008 | 0.023 | 0.000 | 0.000 | -0.029 | -0.014 | 0.007 | -0.246 | -0.246 | -0.080 | -0.080 | 0.000 | -0.027 | -0.082 | 0.000 | -0.062 | 1.000 | -0.058 | 1.000 | 1.000 | 0.000 | 0.016 | 0.040 | 0.000 | 0.051 | 0.059 | 0.037 | -0.071 | 0.057 | -0.103 | -0.103 | -0.038 | -0.080 | 0.000 | -0.158 | 0.019 | -0.022 | -0.067 | -0.056 | -0.021 | 0.059 | 0.055 | -0.073 | -0.020 | -0.045 | 0.087 | -0.029 | 0.078 | 0.116 | -0.038 | -0.001 | -0.036 | -0.034 | 0.032 | 0.017 | -0.001 | 0.001 | 0.019 | 0.000 | 0.000 | 0.013 | 0.066 | 0.019 | 0.057 | 0.011 | 0.022 | 0.025 | 0.076 | 0.091 | -0.029 | -0.014 | -0.014 | -0.134 | -0.068 | 0.068 | 0.018 | 0.000 | 0.000 | 0.013 | -0.154 | -0.134 | -0.092 | 0.006 | 0.084 | -0.142 | -0.142 | 0.053 | -0.069 | 0.091 | -0.038 | -0.007 | -0.001 | -0.031 | -0.044 | -0.010 | 0.065 | -0.012 | 0.000 | 0.056 | 0.000 | 1.000 | -0.041 | -0.045 | 0.013 | -0.057 | 0.004 | -0.139 | -0.008 | -0.001 | -0.051 | -0.051 | -0.029 | 0.006 | -0.050 | -0.126 | 0.004 | 1.000 |
| tot_cur_bal | 0.021 | 0.166 | 0.055 | 0.194 | 0.527 | 0.491 | 0.022 | 0.926 | 0.137 | 0.078 | 0.014 | -0.033 | -0.012 | 0.013 | 0.037 | 0.088 | 0.020 | 0.023 | 0.146 | 0.088 | 0.015 | 0.133 | 0.133 | 0.324 | 0.324 | 0.025 | 0.287 | 0.022 | 0.000 | 0.136 | 0.120 | 0.349 | 0.000 | 0.000 | 0.092 | -0.004 | 0.103 | 0.028 | 0.172 | 0.172 | 0.028 | 0.290 | -0.091 | 0.102 | 0.102 | 0.198 | 0.324 | 0.015 | 0.344 | 0.243 | 0.216 | 0.021 | -0.096 | 0.655 | -0.084 | -0.025 | 0.038 | -0.202 | 0.032 | -0.050 | -0.046 | -0.054 | 0.022 | 0.121 | 0.132 | 0.133 | 0.175 | 0.373 | 0.136 | 0.194 | 0.133 | 0.359 | 0.013 | 0.000 | 0.021 | 0.134 | 0.358 | 0.117 | 0.360 | 0.197 | 0.264 | -0.019 | -0.029 | 0.268 | 0.050 | 0.051 | -0.035 | 0.075 | -0.093 | -0.104 | 0.022 | 0.000 | -0.034 | 0.405 | 0.373 | 0.125 | -0.050 | -0.062 | 0.239 | 0.239 | -0.041 | 0.491 | 0.127 | 0.181 | 0.245 | 0.172 | -0.014 | 0.316 | -0.029 | 0.000 | 0.065 | 0.025 | -0.002 | 0.042 | -0.041 | 1.000 | 0.973 | 0.427 | 0.621 | 0.517 | 0.303 | 0.196 | 0.512 | 0.236 | 0.236 | 0.180 | -0.007 | 0.217 | 0.369 | 0.034 | 0.016 |
| tot_hi_cred_lim | 0.024 | 0.176 | 0.032 | 0.044 | 0.558 | 0.523 | 0.000 | 0.876 | 0.259 | -0.019 | 0.013 | -0.048 | -0.012 | 0.000 | 0.010 | 0.089 | 0.023 | 0.012 | 0.143 | 0.095 | 0.000 | 0.223 | 0.223 | 0.354 | 0.354 | 0.012 | 0.314 | 0.011 | 0.000 | 0.139 | 1.000 | 0.393 | 1.000 | 1.000 | 0.023 | 0.032 | 0.007 | 0.000 | 0.158 | 0.163 | 0.030 | 0.315 | -0.155 | 0.156 | 0.156 | 0.206 | 0.354 | 0.000 | 0.360 | 0.247 | 0.256 | 0.000 | -0.101 | 0.663 | -0.097 | -0.027 | 0.045 | -0.177 | 0.006 | -0.063 | -0.048 | -0.070 | 0.006 | 0.157 | 0.161 | 0.204 | 0.240 | 0.351 | 0.209 | 0.259 | 0.162 | 0.410 | 0.000 | 0.000 | 0.017 | 0.138 | 0.409 | 0.123 | 0.337 | 0.172 | 0.241 | 0.009 | 0.002 | 0.294 | 0.079 | 0.079 | -0.018 | -0.005 | -0.102 | -0.114 | 0.004 | 0.000 | -0.050 | 0.424 | 0.409 | 0.023 | -0.050 | -0.068 | 0.280 | 0.280 | -0.042 | 0.490 | 0.122 | 0.217 | 0.271 | 0.170 | -0.054 | 0.333 | -0.016 | 0.000 | 0.069 | 0.006 | -0.003 | 0.000 | -0.045 | 0.973 | 1.000 | 0.460 | 0.593 | 0.474 | 0.405 | 0.192 | 0.502 | 0.239 | 0.239 | 0.165 | -0.016 | 0.225 | 0.480 | 0.021 | 0.027 |
| total_acc | 0.028 | 0.404 | 0.031 | -0.008 | 0.332 | 0.330 | 0.028 | 0.193 | 0.232 | -0.071 | 0.048 | 0.020 | 0.007 | 0.017 | 0.011 | 0.129 | 0.020 | 0.005 | 0.252 | 0.213 | 0.040 | 0.020 | 0.020 | 0.221 | 0.221 | 0.024 | 0.047 | -0.098 | 0.000 | 0.090 | 0.000 | 0.058 | 0.035 | 0.000 | 0.099 | -0.095 | 0.098 | 0.019 | 0.173 | 0.219 | 0.144 | 0.200 | -0.060 | 0.032 | 0.032 | 0.179 | 0.222 | 0.029 | 0.199 | 0.373 | 0.345 | -0.185 | -0.231 | 0.392 | -0.057 | -0.063 | -0.171 | -0.225 | -0.143 | -0.004 | -0.112 | -0.037 | 0.126 | 0.291 | 0.399 | 0.385 | 0.623 | 0.665 | 0.556 | 0.767 | 0.399 | 0.709 | 0.000 | 0.003 | 0.079 | 0.307 | 0.713 | 0.242 | 0.419 | 0.234 | 0.335 | 0.214 | 0.277 | 0.033 | -0.058 | -0.058 | -0.087 | -0.038 | 0.016 | 0.024 | 0.033 | 0.000 | 0.021 | 0.326 | 0.339 | -0.087 | -0.001 | -0.015 | 0.125 | 0.125 | 0.021 | 0.271 | 0.045 | 0.316 | 0.272 | 0.150 | -0.133 | 0.223 | -0.023 | 0.000 | 0.042 | 0.021 | -0.014 | 0.096 | 0.013 | 0.427 | 0.460 | 1.000 | 0.495 | 0.434 | 0.308 | 0.248 | 0.429 | 0.209 | 0.209 | 0.135 | -0.012 | 0.197 | 0.428 | 0.027 | 0.025 |
| total_bal_ex_mort | 0.012 | 0.220 | 0.024 | 0.385 | 0.500 | 0.422 | 0.008 | 0.480 | 0.130 | 0.130 | 0.001 | 0.009 | -0.018 | 0.008 | 0.022 | 0.033 | 0.013 | 0.027 | 0.449 | 0.405 | 0.012 | 0.067 | 0.067 | 0.338 | 0.338 | 0.005 | 0.304 | 0.071 | 0.000 | 0.264 | 0.000 | 0.332 | 0.000 | 0.057 | 0.031 | 0.014 | 0.280 | 0.031 | 0.184 | 0.159 | 0.036 | 0.317 | 0.016 | 0.025 | 0.025 | 0.175 | 0.338 | 0.014 | 0.409 | 0.257 | 0.146 | 0.013 | -0.113 | 0.223 | -0.030 | 0.000 | 0.015 | -0.333 | 0.012 | -0.023 | -0.044 | -0.026 | -0.014 | 0.206 | 0.212 | 0.197 | 0.187 | 0.584 | 0.196 | 0.199 | 0.214 | 0.485 | 0.000 | 0.000 | -0.002 | 0.160 | 0.485 | 0.119 | 0.651 | 0.315 | 0.424 | -0.008 | 0.007 | 0.276 | 0.068 | 0.068 | 0.039 | 0.116 | -0.088 | -0.093 | 0.011 | 0.000 | 0.006 | 0.489 | 0.432 | 0.183 | -0.051 | -0.043 | 0.144 | 0.144 | -0.009 | 0.192 | 0.115 | 0.165 | 0.256 | 0.253 | 0.032 | 0.373 | -0.014 | 0.000 | 0.095 | 0.010 | 0.002 | 0.060 | -0.057 | 0.621 | 0.593 | 0.495 | 1.000 | 0.881 | 0.340 | 0.195 | 0.863 | 0.228 | 0.228 | 0.227 | 0.003 | 0.191 | 0.406 | 0.025 | 0.036 |
| total_bal_il | 0.008 | 0.288 | 0.017 | 0.357 | 0.371 | 0.309 | 0.014 | 0.407 | 0.045 | 0.030 | 0.007 | 0.024 | -0.000 | 0.000 | 0.016 | 0.049 | 0.009 | 0.015 | 0.423 | 0.364 | 0.017 | 0.038 | 0.038 | 0.174 | 0.174 | 0.010 | 0.252 | 0.081 | 0.000 | 0.296 | 0.000 | 0.227 | 0.000 | 0.000 | 0.029 | -0.017 | 0.424 | 0.014 | 0.259 | 0.219 | 0.076 | 0.163 | 0.059 | -0.014 | -0.014 | 0.121 | 0.174 | 0.016 | 0.124 | 0.228 | 0.018 | -0.009 | -0.172 | 0.151 | -0.012 | 0.004 | 0.005 | -0.456 | -0.005 | 0.008 | -0.077 | 0.007 | 0.053 | 0.034 | 0.046 | 0.051 | 0.063 | 0.653 | 0.064 | 0.085 | 0.045 | 0.390 | 0.000 | 0.000 | 0.016 | 0.227 | 0.390 | 0.166 | 0.759 | 0.418 | 0.541 | 0.004 | 0.016 | 0.220 | 0.037 | 0.037 | -0.038 | 0.027 | -0.005 | -0.011 | 0.008 | 0.000 | 0.024 | 0.139 | 0.206 | 0.040 | -0.036 | -0.015 | 0.090 | 0.090 | 0.019 | 0.126 | 0.115 | 0.079 | 0.180 | 0.281 | -0.031 | 0.257 | -0.061 | 0.059 | 0.137 | 0.015 | 0.018 | 0.048 | 0.004 | 0.517 | 0.474 | 0.434 | 0.881 | 1.000 | 0.101 | 0.201 | 0.956 | 0.120 | 0.120 | 0.131 | 0.014 | 0.092 | 0.131 | 0.026 | 0.024 |
| total_bc_limit | -0.001 | 0.052 | 0.021 | -0.276 | 0.385 | 0.324 | 0.012 | 0.164 | 0.776 | -0.259 | -0.030 | -0.067 | -0.045 | 0.010 | 0.047 | -0.089 | 0.002 | 0.049 | 0.088 | 0.104 | 0.016 | 0.373 | 0.373 | 0.398 | 0.398 | 0.077 | 0.254 | 0.014 | 0.000 | 0.096 | 0.000 | 0.382 | 0.000 | 0.055 | 0.039 | 0.098 | -0.125 | 0.050 | -0.034 | -0.018 | -0.030 | 0.364 | -0.281 | 0.272 | 0.272 | 0.172 | 0.398 | 0.024 | 0.645 | 0.105 | 0.274 | -0.035 | -0.011 | 0.194 | 0.016 | 0.063 | 0.069 | 0.018 | -0.148 | -0.051 | 0.023 | -0.031 | -0.183 | 0.544 | 0.336 | 0.663 | 0.534 | 0.041 | 0.458 | 0.391 | 0.337 | 0.417 | 0.000 | 0.000 | -0.090 | 0.026 | 0.415 | 0.040 | 0.047 | -0.023 | -0.003 | 0.075 | 0.100 | 0.210 | 0.142 | 0.142 | 0.237 | -0.203 | -0.174 | -0.165 | 0.018 | 0.000 | -0.068 | 0.638 | 0.504 | -0.152 | -0.049 | -0.073 | 0.317 | 0.317 | -0.048 | 0.146 | 0.068 | 0.248 | 0.234 | 0.016 | -0.192 | 0.305 | 0.002 | 0.000 | 0.085 | 0.076 | -0.037 | 0.017 | -0.139 | 0.303 | 0.405 | 0.308 | 0.340 | 0.101 | 1.000 | -0.023 | 0.132 | 0.228 | 0.228 | 0.137 | -0.060 | 0.224 | 0.876 | 0.005 | 0.000 |
| total_cu_tl | 0.006 | 0.155 | 0.055 | 0.062 | 0.111 | 0.108 | 0.037 | 0.169 | -0.012 | 0.002 | 0.016 | 0.013 | -0.004 | 0.000 | 0.003 | 0.023 | 0.006 | 0.022 | 0.154 | 0.166 | 0.030 | 0.011 | 0.011 | 0.072 | 0.072 | 0.012 | -0.032 | -0.043 | 0.000 | 0.066 | 0.179 | -0.057 | 0.000 | 0.000 | 0.063 | 0.006 | 0.030 | 0.011 | 0.102 | 0.089 | 0.032 | 0.060 | 0.009 | 0.008 | 0.008 | 0.065 | 0.072 | 0.009 | -0.001 | 0.119 | 0.069 | -0.013 | -0.085 | 0.193 | 0.000 | 0.012 | 0.028 | -0.175 | 0.019 | 0.010 | -0.037 | -0.003 | 0.012 | -0.076 | 0.029 | -0.061 | 0.004 | 0.309 | 0.055 | 0.109 | 0.034 | 0.115 | 0.000 | 0.029 | 0.005 | 0.113 | 0.115 | 0.082 | 0.185 | 0.177 | 0.247 | 0.008 | 0.014 | -0.030 | 0.004 | 0.004 | -0.003 | 0.005 | 0.021 | 0.032 | 0.008 | 0.000 | 0.013 | 0.090 | 0.132 | 0.028 | -0.035 | -0.001 | 0.081 | 0.081 | 0.034 | 0.158 | 0.052 | 0.097 | 0.115 | 0.158 | 0.009 | 0.060 | 0.047 | 0.000 | 0.034 | 0.017 | -0.008 | 0.057 | -0.008 | 0.196 | 0.192 | 0.248 | 0.195 | 0.201 | -0.023 | 1.000 | 0.207 | 0.041 | 0.041 | 0.028 | 0.007 | 0.031 | 0.082 | 0.027 | 0.022 |
| total_il_high_credit_limit | 0.017 | 0.240 | 0.020 | 0.256 | 0.415 | 0.364 | 0.030 | 0.397 | 0.064 | 0.026 | 0.010 | 0.004 | 0.003 | 0.000 | 0.020 | 0.068 | 0.017 | 0.015 | 0.458 | 0.389 | 0.013 | 0.092 | 0.092 | 0.217 | 0.217 | 0.009 | 0.271 | 0.087 | 0.000 | 0.270 | 0.000 | 0.271 | 0.000 | 0.000 | 0.031 | 0.053 | 0.168 | 0.035 | 0.225 | 0.178 | 0.048 | 0.199 | 0.000 | 0.020 | 0.020 | 0.117 | 0.217 | 0.022 | 0.178 | 0.242 | 0.039 | 0.008 | -0.130 | 0.153 | -0.043 | -0.010 | 0.016 | -0.371 | 0.009 | -0.023 | -0.056 | -0.025 | 0.035 | 0.036 | 0.039 | 0.052 | 0.062 | 0.651 | 0.058 | 0.081 | 0.040 | 0.396 | 0.000 | 0.000 | 0.025 | 0.175 | 0.396 | 0.123 | 0.778 | 0.343 | 0.480 | -0.018 | -0.012 | 0.241 | 0.071 | 0.071 | -0.030 | 0.020 | -0.024 | -0.028 | 0.010 | 0.000 | 0.001 | 0.163 | 0.248 | 0.041 | -0.034 | -0.024 | 0.123 | 0.123 | 0.005 | 0.146 | 0.118 | 0.098 | 0.198 | 0.295 | -0.022 | 0.262 | -0.006 | 0.033 | 0.070 | 0.009 | 0.014 | 0.060 | -0.001 | 0.512 | 0.502 | 0.429 | 0.863 | 0.956 | 0.132 | 0.207 | 1.000 | 0.125 | 0.125 | 0.128 | 0.010 | 0.099 | 0.160 | 0.018 | 0.031 |
| total_pymnt | 0.017 | 0.003 | 0.017 | 0.063 | 0.324 | 0.188 | 0.081 | 0.202 | 0.063 | 0.129 | -0.001 | -0.082 | -0.026 | 0.027 | 0.151 | 0.035 | 0.010 | 0.173 | 0.008 | -0.012 | 0.029 | 0.017 | 0.017 | 0.661 | 0.659 | 0.076 | 0.525 | -0.047 | 0.000 | 0.263 | 0.044 | 0.525 | 0.025 | 0.153 | 0.067 | -0.491 | -0.031 | 0.092 | -0.021 | 0.047 | 0.021 | 0.665 | 0.066 | 0.120 | 0.120 | 0.605 | 0.661 | 0.158 | 0.263 | 0.102 | 0.161 | 0.012 | 0.009 | 0.206 | -0.045 | -0.012 | -0.104 | -0.003 | 0.017 | -0.041 | -0.012 | -0.051 | -0.026 | 0.151 | 0.140 | 0.151 | 0.217 | 0.090 | 0.139 | 0.198 | 0.140 | 0.147 | 0.012 | 0.025 | -0.006 | -0.011 | 0.147 | 0.009 | 0.052 | 0.007 | 0.033 | 0.012 | 0.021 | 0.532 | -0.341 | -0.341 | 0.015 | 0.119 | -0.030 | -0.066 | 0.061 | 0.004 | -0.088 | 0.338 | 0.184 | 0.166 | -0.041 | -0.048 | 0.089 | 0.089 | -0.059 | 0.147 | 0.061 | 0.155 | 0.159 | 0.039 | 0.031 | 0.477 | -0.076 | 0.040 | 0.088 | 0.067 | 0.048 | 0.224 | -0.051 | 0.236 | 0.239 | 0.209 | 0.228 | 0.120 | 0.228 | 0.041 | 0.125 | 1.000 | 0.999 | 0.724 | 0.013 | 0.966 | 0.245 | 0.151 | 0.040 |
| total_pymnt_inv | 0.017 | 0.003 | 0.017 | 0.063 | 0.324 | 0.188 | 0.081 | 0.202 | 0.063 | 0.129 | -0.001 | -0.083 | -0.026 | 0.028 | 0.151 | 0.035 | 0.010 | 0.173 | 0.009 | -0.012 | 0.029 | 0.017 | 0.017 | 0.661 | 0.661 | 0.076 | 0.525 | -0.047 | 0.000 | 0.263 | 0.044 | 0.525 | 0.025 | 0.153 | 0.067 | -0.488 | -0.031 | 0.090 | -0.021 | 0.047 | 0.020 | 0.665 | 0.066 | 0.121 | 0.121 | 0.605 | 0.661 | 0.157 | 0.263 | 0.102 | 0.161 | 0.012 | 0.009 | 0.206 | -0.045 | -0.012 | -0.098 | -0.003 | 0.017 | -0.041 | -0.012 | -0.051 | -0.026 | 0.151 | 0.140 | 0.151 | 0.217 | 0.090 | 0.139 | 0.198 | 0.140 | 0.147 | 0.012 | 0.026 | -0.006 | -0.011 | 0.147 | 0.009 | 0.052 | 0.007 | 0.033 | 0.012 | 0.021 | 0.532 | -0.339 | -0.339 | 0.015 | 0.119 | -0.030 | -0.066 | 0.061 | 0.004 | -0.088 | 0.338 | 0.184 | 0.166 | -0.041 | -0.048 | 0.090 | 0.090 | -0.059 | 0.147 | 0.061 | 0.155 | 0.159 | 0.039 | 0.031 | 0.476 | -0.078 | 0.035 | 0.089 | 0.067 | 0.048 | 0.224 | -0.051 | 0.236 | 0.239 | 0.209 | 0.228 | 0.120 | 0.228 | 0.041 | 0.125 | 0.999 | 1.000 | 0.724 | 0.013 | 0.965 | 0.245 | 0.151 | 0.040 |
| total_rec_int | 0.020 | 0.011 | 0.013 | 0.164 | 0.242 | 0.148 | 0.028 | 0.147 | -0.056 | 0.230 | 0.002 | 0.046 | -0.009 | 0.039 | 0.046 | 0.049 | 0.013 | 0.091 | 0.117 | 0.130 | 0.024 | -0.110 | -0.110 | 0.701 | 0.700 | 0.196 | 0.782 | 0.031 | 0.018 | 0.394 | 0.000 | 0.657 | 0.029 | 0.000 | 0.041 | -0.308 | -0.021 | 0.042 | -0.001 | 0.048 | 0.035 | 0.666 | 0.390 | -0.072 | -0.072 | 0.258 | 0.701 | 0.024 | 0.260 | 0.087 | 0.104 | 0.004 | -0.005 | 0.123 | -0.056 | -0.021 | -0.067 | -0.010 | 0.013 | -0.052 | -0.027 | -0.056 | -0.007 | 0.166 | 0.180 | 0.118 | 0.128 | 0.070 | 0.118 | 0.121 | 0.179 | 0.128 | 0.007 | 0.012 | 0.005 | 0.001 | 0.129 | 0.007 | 0.077 | 0.015 | 0.035 | 0.004 | 0.017 | 0.802 | 0.058 | 0.058 | -0.014 | 0.213 | -0.015 | -0.047 | 0.043 | 0.015 | 0.047 | 0.333 | 0.238 | 0.263 | -0.010 | -0.024 | -0.025 | -0.025 | -0.028 | 0.070 | 0.036 | 0.124 | 0.166 | 0.078 | 0.152 | 0.516 | -0.073 | 0.106 | 0.251 | 0.168 | 0.049 | 0.498 | -0.029 | 0.180 | 0.165 | 0.135 | 0.227 | 0.131 | 0.137 | 0.028 | 0.128 | 0.724 | 0.724 | 1.000 | 0.073 | 0.572 | 0.161 | 0.154 | 0.046 |
| total_rec_late_fee | 0.011 | 0.017 | 0.001 | 0.050 | -0.000 | -0.015 | 0.006 | -0.004 | -0.062 | 0.037 | 0.012 | 0.154 | 0.007 | 0.027 | 0.078 | 0.051 | 0.013 | 0.006 | 0.002 | 0.007 | 0.005 | -0.060 | -0.060 | 0.004 | 0.004 | 0.021 | 0.043 | 0.486 | 0.031 | 0.151 | 0.140 | 0.079 | 0.070 | 0.000 | 0.003 | -0.042 | 0.023 | 0.012 | 0.016 | 0.032 | 0.023 | 0.010 | 0.077 | -0.187 | -0.187 | -0.080 | 0.005 | 0.060 | -0.020 | -0.010 | -0.012 | -0.007 | -0.012 | -0.022 | -0.045 | -0.028 | -0.051 | -0.014 | -0.011 | -0.034 | -0.024 | -0.040 | 0.027 | -0.012 | -0.004 | -0.026 | -0.023 | 0.006 | -0.022 | -0.020 | -0.004 | -0.012 | 0.000 | 0.000 | 0.028 | 0.017 | -0.012 | 0.008 | 0.012 | 0.021 | 0.017 | 0.005 | 0.004 | 0.040 | -0.041 | -0.041 | -0.051 | 0.034 | 0.000 | -0.012 | 0.000 | 0.000 | 0.152 | -0.022 | -0.029 | 0.036 | 0.047 | 0.079 | -0.129 | -0.129 | 0.099 | -0.052 | -0.030 | -0.021 | -0.011 | 0.020 | 0.053 | -0.078 | 0.175 | 0.036 | -0.095 | 0.022 | 0.020 | 0.019 | 0.006 | -0.007 | -0.016 | -0.012 | 0.003 | 0.014 | -0.060 | 0.007 | 0.010 | 0.013 | 0.013 | 0.073 | 1.000 | -0.018 | -0.052 | 0.025 | 0.041 |
| total_rec_prncp | 0.014 | -0.014 | 0.016 | 0.017 | 0.302 | 0.186 | 0.109 | 0.189 | 0.088 | 0.086 | -0.001 | -0.210 | -0.028 | 0.054 | 0.256 | 0.026 | 0.007 | 0.173 | -0.032 | -0.066 | 0.028 | 0.054 | 0.054 | 0.547 | 0.545 | 0.049 | 0.241 | -0.107 | 0.008 | 0.159 | 0.000 | 0.307 | 0.044 | 0.162 | 0.066 | -0.494 | -0.041 | 0.114 | -0.037 | 0.030 | 0.008 | 0.566 | -0.069 | 0.201 | 0.201 | 0.634 | 0.547 | 0.198 | 0.231 | 0.092 | 0.160 | 0.018 | 0.021 | 0.202 | -0.036 | -0.010 | -0.104 | 0.013 | 0.022 | -0.031 | 0.003 | -0.042 | -0.028 | 0.129 | 0.111 | 0.140 | 0.213 | 0.075 | 0.124 | 0.192 | 0.111 | 0.128 | 0.000 | 0.015 | -0.008 | -0.025 | 0.128 | 0.000 | 0.031 | -0.010 | 0.012 | 0.006 | 0.012 | 0.252 | -0.402 | -0.402 | 0.020 | 0.077 | -0.031 | -0.064 | 0.055 | 0.007 | -0.215 | 0.295 | 0.141 | 0.119 | -0.052 | -0.057 | 0.145 | 0.145 | -0.079 | 0.154 | 0.079 | 0.150 | 0.141 | 0.020 | -0.029 | 0.142 | -0.076 | 0.079 | 0.065 | 0.046 | 0.041 | 0.131 | -0.050 | 0.217 | 0.225 | 0.197 | 0.191 | 0.092 | 0.224 | 0.031 | 0.099 | 0.966 | 0.965 | 0.572 | -0.018 | 1.000 | 0.234 | 0.132 | 0.059 |
| total_rev_hi_lim | 0.005 | 0.143 | 0.026 | -0.289 | 0.413 | 0.354 | 0.000 | 0.186 | 0.679 | -0.227 | -0.021 | -0.057 | -0.039 | 0.000 | 0.023 | -0.066 | 0.009 | 0.033 | 0.159 | 0.165 | 0.013 | 0.361 | 0.361 | 0.418 | 0.419 | 0.038 | 0.273 | -0.054 | 0.000 | 0.119 | 0.000 | 0.382 | 0.000 | 0.000 | 0.034 | 0.088 | -0.120 | 0.023 | -0.014 | 0.025 | 0.004 | 0.382 | -0.253 | 0.256 | 0.256 | 0.185 | 0.418 | 0.007 | 0.562 | 0.136 | 0.327 | -0.096 | -0.067 | 0.254 | -0.001 | 0.060 | 0.100 | -0.008 | -0.121 | -0.032 | -0.002 | -0.050 | -0.172 | 0.471 | 0.464 | 0.589 | 0.512 | 0.088 | 0.606 | 0.525 | 0.466 | 0.549 | 0.000 | 0.000 | -0.083 | 0.094 | 0.547 | 0.092 | 0.067 | 0.003 | 0.034 | 0.138 | 0.181 | 0.242 | 0.136 | 0.136 | 0.223 | -0.173 | -0.159 | -0.150 | 0.011 | 0.000 | -0.058 | 0.734 | 0.546 | -0.180 | -0.046 | -0.068 | 0.298 | 0.298 | -0.040 | 0.166 | 0.048 | 0.298 | 0.279 | 0.032 | -0.189 | 0.372 | -0.021 | 0.000 | 0.085 | 0.036 | -0.036 | 0.015 | -0.126 | 0.369 | 0.480 | 0.428 | 0.406 | 0.131 | 0.876 | 0.082 | 0.160 | 0.245 | 0.245 | 0.161 | -0.052 | 0.234 | 1.000 | 0.012 | 0.013 |
| verification_status | 0.012 | 0.069 | 0.018 | 0.110 | 0.022 | 0.054 | 0.056 | 0.021 | 0.032 | 0.098 | 0.015 | 0.041 | 0.011 | 0.027 | 0.089 | 0.013 | 0.008 | 0.032 | 0.010 | 0.135 | 0.039 | 0.123 | 0.123 | 0.155 | 0.156 | 0.178 | 0.099 | 0.000 | 0.000 | 0.042 | 0.000 | 0.158 | 0.122 | 0.058 | 0.027 | 1.000 | 0.072 | 0.084 | 0.035 | 0.048 | 0.051 | 0.152 | 0.185 | 0.090 | 0.090 | 0.074 | 0.155 | 0.083 | 0.004 | 0.021 | 0.040 | 0.028 | 0.023 | 0.029 | 0.020 | 0.014 | 0.055 | 0.013 | 0.016 | 0.027 | 0.043 | 0.016 | 0.016 | 0.029 | 0.043 | 0.024 | 0.024 | 0.010 | 0.014 | 0.023 | 0.037 | 0.011 | 0.011 | 0.008 | 0.014 | 0.080 | 0.011 | 0.051 | 0.013 | 0.056 | 0.049 | 0.057 | 0.052 | 0.123 | 0.083 | 0.083 | 0.020 | 0.096 | 0.015 | 0.021 | 0.062 | 0.000 | 0.045 | 0.016 | 0.068 | 0.099 | 0.000 | 0.000 | 0.038 | 0.038 | 0.020 | 0.024 | 0.000 | 0.033 | 0.024 | 0.000 | 0.060 | 0.075 | 0.000 | 0.000 | 0.000 | 0.192 | 0.011 | 0.095 | 0.004 | 0.034 | 0.021 | 0.027 | 0.025 | 0.026 | 0.005 | 0.027 | 0.018 | 0.151 | 0.151 | 0.154 | 0.025 | 0.132 | 0.012 | 1.000 | 0.733 |
| verification_status_joint | 0.000 | 0.024 | 0.000 | 0.044 | 0.000 | 0.045 | 1.000 | 0.000 | 0.000 | 0.040 | 0.000 | 0.020 | 0.014 | 0.031 | 0.000 | 0.000 | 1.000 | 1.000 | 0.047 | 0.171 | 0.041 | 0.049 | 0.049 | 0.173 | 0.170 | 0.091 | 0.245 | 0.000 | 0.000 | 0.000 | 0.267 | 0.311 | 0.206 | 0.000 | 0.029 | 1.000 | 0.023 | 0.000 | 0.028 | 0.036 | 0.018 | 0.142 | 0.097 | 0.000 | 0.000 | 0.078 | 0.173 | 0.055 | 1.000 | 0.032 | 0.054 | 0.000 | 0.034 | 0.000 | 0.071 | 0.038 | 0.075 | 0.032 | 0.039 | 0.000 | 0.040 | 0.000 | 0.000 | 0.000 | 0.033 | 0.000 | 0.005 | 0.019 | 0.026 | 0.000 | 0.042 | 0.032 | 0.000 | 0.000 | 0.000 | 0.031 | 0.031 | 0.008 | 0.027 | 0.025 | 0.048 | 0.013 | 0.000 | 0.000 | 0.150 | 0.150 | 0.000 | 0.043 | 0.023 | 0.018 | 0.044 | 0.000 | 0.009 | 0.018 | 0.072 | 0.054 | 0.000 | 0.000 | 0.027 | 0.027 | 0.026 | 0.036 | 0.000 | 0.028 | 0.020 | 0.037 | 0.068 | 0.000 | 0.000 | 0.076 | 0.000 | 0.110 | 0.030 | 0.000 | 1.000 | 0.016 | 0.027 | 0.025 | 0.036 | 0.024 | 0.000 | 0.022 | 0.031 | 0.040 | 0.040 | 0.046 | 0.041 | 0.059 | 0.013 | 0.733 | 1.000 |
Missing values
Sample
| id | member_id | loan_amnt | funded_amnt | funded_amnt_inv | term | int_rate | installment | grade | sub_grade | emp_title | emp_length | home_ownership | annual_inc | verification_status | issue_d | loan_status | pymnt_plan | url | desc | purpose | title | zip_code | addr_state | dti | delinq_2yrs | earliest_cr_line | fico_range_low | fico_range_high | inq_last_6mths | mths_since_last_delinq | mths_since_last_record | open_acc | pub_rec | revol_bal | revol_util | total_acc | initial_list_status | out_prncp | out_prncp_inv | total_pymnt | total_pymnt_inv | total_rec_prncp | total_rec_int | total_rec_late_fee | recoveries | collection_recovery_fee | last_pymnt_d | last_pymnt_amnt | next_pymnt_d | last_credit_pull_d | last_fico_range_high | last_fico_range_low | collections_12_mths_ex_med | mths_since_last_major_derog | policy_code | application_type | annual_inc_joint | dti_joint | verification_status_joint | acc_now_delinq | tot_coll_amt | tot_cur_bal | open_acc_6m | open_act_il | open_il_12m | open_il_24m | mths_since_rcnt_il | total_bal_il | il_util | open_rv_12m | open_rv_24m | max_bal_bc | all_util | total_rev_hi_lim | inq_fi | total_cu_tl | inq_last_12m | acc_open_past_24mths | avg_cur_bal | bc_open_to_buy | bc_util | chargeoff_within_12_mths | delinq_amnt | mo_sin_old_il_acct | mo_sin_old_rev_tl_op | mo_sin_rcnt_rev_tl_op | mo_sin_rcnt_tl | mort_acc | mths_since_recent_bc | mths_since_recent_bc_dlq | mths_since_recent_inq | mths_since_recent_revol_delinq | num_accts_ever_120_pd | num_actv_bc_tl | num_actv_rev_tl | num_bc_sats | num_bc_tl | num_il_tl | num_op_rev_tl | num_rev_accts | num_rev_tl_bal_gt_0 | num_sats | num_tl_120dpd_2m | num_tl_30dpd | num_tl_90g_dpd_24m | num_tl_op_past_12m | pct_tl_nvr_dlq | percent_bc_gt_75 | pub_rec_bankruptcies | tax_liens | tot_hi_cred_lim | total_bal_ex_mort | total_bc_limit | total_il_high_credit_limit | revol_bal_joint | sec_app_fico_range_low | sec_app_fico_range_high | sec_app_earliest_cr_line | sec_app_inq_last_6mths | sec_app_mort_acc | sec_app_open_acc | sec_app_revol_util | sec_app_open_act_il | sec_app_num_rev_accts | sec_app_chargeoff_within_12_mths | sec_app_collections_12_mths_ex_med | sec_app_mths_since_last_major_derog | hardship_flag | hardship_type | hardship_reason | hardship_status | deferral_term | hardship_amount | hardship_start_date | hardship_end_date | payment_plan_start_date | hardship_length | hardship_dpd | hardship_loan_status | orig_projected_additional_accrued_interest | hardship_payoff_balance_amount | hardship_last_payment_amount | disbursement_method | debt_settlement_flag | debt_settlement_flag_date | settlement_status | settlement_date | settlement_amount | settlement_percentage | settlement_term | default_flag | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1723947 | 96404876 | None | 35000.0 | 35000.0 | 35000.0 | 36 months | 18.99 | 1282.79 | D | D3 | Procurement | 9 years | MORTGAGE | 90000.0 | Verified | Jan-2017 | Charged Off | n | https://lendingclub.com/browse/loanDetail.action?loan_id=96404876 | None | debt_consolidation | Debt consolidation | 773xx | TX | 26.51 | 1.0 | Sep-2001 | 680.0 | 684.0 | 0.0 | 11.0 | NaN | 8.0 | 0.0 | 11095.0 | 66.5 | 18.0 | f | 0.00 | 0.00 | 14898.150000 | 14898.15 | 7294.49 | 5609.56 | 0.00 | 1994.10 | 358.9380 | Apr-2018 | 50.00 | None | Oct-2018 | 644.0 | 640.0 | 0.0 | NaN | 1.0 | Individual | NaN | NaN | None | 0.0 | 0.0 | 121440.0 | 0.0 | 3.0 | 1.0 | 3.0 | 11.0 | 33753.0 | 77.0 | 0.0 | 1.0 | 8336.0 | 74.0 | 17200.0 | 0.0 | 2.0 | 0.0 | 4.0 | 15180.0 | 0.0 | 104.2 | 0.0 | 0.0 | 86.0 | 184.0 | 20.0 | 11.0 | 4.0 | 20.0 | NaN | 16.0 | 11.0 | 0.0 | 1.0 | 4.0 | 1.0 | 4.0 | 5.0 | 4.0 | 9.0 | 4.0 | 8.0 | 0.0 | 0.0 | 0.0 | 1.0 | 94.1 | 100.0 | 0.0 | 0.0 | 140785.0 | 44848.0 | 8000.0 | 43735.0 | NaN | NaN | NaN | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | N | None | None | None | NaN | NaN | None | None | None | NaN | NaN | None | NaN | NaN | NaN | Cash | N | None | None | None | NaN | NaN | NaN | 1 |
| 584381 | 116270275 | None | 4000.0 | 4000.0 | 4000.0 | 36 months | 13.59 | 135.92 | C | C2 | None | None | MORTGAGE | 20000.0 | Source Verified | Aug-2017 | Current | n | https://lendingclub.com/browse/loanDetail.action?loan_id=116270275 | None | debt_consolidation | Debt consolidation | 548xx | WI | 18.07 | 2.0 | Oct-2004 | 660.0 | 664.0 | 0.0 | 16.0 | NaN | 4.0 | 0.0 | 5997.0 | 70.6 | 12.0 | w | 2090.94 | 2090.94 | 2576.440000 | 2576.44 | 1909.06 | 667.38 | 0.00 | 0.00 | 0.0000 | Mar-2019 | 135.92 | Apr-2019 | Mar-2019 | 669.0 | 665.0 | 0.0 | 40.0 | 1.0 | Individual | NaN | NaN | None | 0.0 | 0.0 | 5997.0 | 0.0 | 0.0 | 0.0 | 0.0 | 118.0 | 0.0 | NaN | 0.0 | 1.0 | 4732.0 | 71.0 | 8500.0 | 2.0 | 0.0 | 0.0 | 1.0 | 1499.0 | 2215.0 | 70.5 | 0.0 | 0.0 | 127.0 | 154.0 | 23.0 | 23.0 | 3.0 | 45.0 | 16.0 | 17.0 | 16.0 | 0.0 | 3.0 | 4.0 | 3.0 | 4.0 | 3.0 | 4.0 | 6.0 | 4.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 75.0 | 0.0 | 0.0 | 0.0 | 8500.0 | 5997.0 | 7500.0 | 0.0 | NaN | NaN | NaN | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | N | None | None | None | NaN | NaN | None | None | None | NaN | NaN | None | NaN | NaN | NaN | Cash | N | None | None | None | NaN | NaN | NaN | 0 |
| 2169262 | 94716506 | None | 9600.0 | 9600.0 | 9600.0 | 36 months | 12.74 | 322.27 | C | C1 | Executive Chef | 5 years | RENT | 72500.0 | Verified | Dec-2016 | Current | n | https://lendingclub.com/browse/loanDetail.action?loan_id=94716506 | None | debt_consolidation | Debt consolidation | 322xx | FL | 20.91 | 0.0 | Nov-2006 | 670.0 | 674.0 | 0.0 | NaN | NaN | 20.0 | 0.0 | 13531.0 | 29.9 | 27.0 | f | 2751.92 | 2751.92 | 8694.500000 | 8694.50 | 6848.08 | 1846.42 | 0.00 | 0.00 | 0.0000 | Mar-2019 | 322.27 | Apr-2019 | Mar-2019 | 729.0 | 725.0 | 0.0 | NaN | 1.0 | Individual | NaN | NaN | None | 0.0 | 293.0 | 52324.0 | 0.0 | 2.0 | 1.0 | 2.0 | 11.0 | 38793.0 | 64.0 | 0.0 | 9.0 | 4463.0 | 35.0 | 45200.0 | 0.0 | 1.0 | 0.0 | 11.0 | 2616.0 | 19439.0 | 40.6 | 0.0 | 0.0 | 121.0 | 49.0 | 16.0 | 11.0 | 0.0 | 19.0 | NaN | 16.0 | NaN | 0.0 | 8.0 | 10.0 | 10.0 | 14.0 | 5.0 | 18.0 | 22.0 | 10.0 | 20.0 | 0.0 | 0.0 | 0.0 | 1.0 | 100.0 | 10.0 | 0.0 | 0.0 | 90751.0 | 52324.0 | 32700.0 | 45551.0 | NaN | NaN | NaN | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | N | None | None | None | NaN | NaN | None | None | None | NaN | NaN | None | NaN | NaN | NaN | Cash | N | None | None | None | NaN | NaN | NaN | 0 |
| 669915 | 79044197 | None | 15600.0 | 15600.0 | 15600.0 | 60 months | 7.89 | 315.50 | A | A5 | Treasurer | 1 year | MORTGAGE | 105000.0 | Not Verified | Jun-2016 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=79044197 | None | credit_card | Credit card refinancing | 609xx | IL | 16.32 | 0.0 | Oct-2002 | 765.0 | 769.0 | 0.0 | NaN | NaN | 14.0 | 0.0 | 15653.0 | 39.9 | 38.0 | f | 0.00 | 0.00 | 17039.524756 | 17039.52 | 15600.00 | 1439.52 | 0.00 | 0.00 | 0.0000 | Sep-2017 | 12629.36 | None | Apr-2018 | 714.0 | 710.0 | 0.0 | NaN | 1.0 | Individual | NaN | NaN | None | 0.0 | 0.0 | 254214.0 | 0.0 | 4.0 | 2.0 | 3.0 | 11.0 | 100573.0 | 74.0 | 0.0 | 0.0 | 14325.0 | 54.0 | 39200.0 | 2.0 | 2.0 | 1.0 | 3.0 | 19555.0 | 12647.0 | 55.3 | 0.0 | 0.0 | 163.0 | 148.0 | 29.0 | 11.0 | 2.0 | 99.0 | NaN | 10.0 | NaN | 0.0 | 3.0 | 3.0 | 6.0 | 7.0 | 26.0 | 9.0 | 10.0 | 3.0 | 14.0 | 0.0 | 0.0 | 0.0 | 2.0 | 100.0 | 0.0 | 0.0 | 0.0 | 288451.0 | 116226.0 | 28300.0 | 101968.0 | NaN | NaN | NaN | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | N | None | None | None | NaN | NaN | None | None | None | NaN | NaN | None | NaN | NaN | NaN | Cash | N | None | None | None | NaN | NaN | NaN | 0 |
| 2246404 | 91443780 | None | 8000.0 | 8000.0 | 8000.0 | 36 months | 8.99 | 254.37 | B | B1 | RN | 10+ years | RENT | 155000.0 | Not Verified | Oct-2016 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=91443780 | None | credit_card | Credit card refinancing | 941xx | CA | 2.96 | 0.0 | Dec-2011 | 675.0 | 679.0 | 1.0 | NaN | NaN | 4.0 | 0.0 | 12626.0 | 63.0 | 6.0 | w | 0.00 | 0.00 | 8428.423306 | 8428.42 | 8000.00 | 428.42 | 0.00 | 0.00 | 0.0000 | Jun-2017 | 46.34 | None | Jun-2017 | 664.0 | 660.0 | 0.0 | NaN | 1.0 | Individual | NaN | NaN | None | 0.0 | 0.0 | 16582.0 | 1.0 | 1.0 | 0.0 | 1.0 | 18.0 | 3956.0 | 79.0 | 1.0 | 1.0 | 7824.0 | 63.0 | 20200.0 | 0.0 | 1.0 | 1.0 | 2.0 | 4145.0 | 6733.0 | 63.0 | 0.0 | 0.0 | 47.0 | 58.0 | 5.0 | 5.0 | 0.0 | 5.0 | NaN | 5.0 | NaN | 0.0 | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 | 4.0 | NaN | 0.0 | 0.0 | 1.0 | 100.0 | 33.3 | 0.0 | 0.0 | 25200.0 | 16582.0 | 20200.0 | 5000.0 | NaN | NaN | NaN | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | N | None | None | None | NaN | NaN | None | None | None | NaN | NaN | None | NaN | NaN | NaN | Cash | N | None | None | None | NaN | NaN | NaN | 0 |
| 1955755 | 88766045 | None | 32000.0 | 32000.0 | 31950.0 | 36 months | 16.99 | 1140.73 | D | D1 | Special Agent | 10+ years | MORTGAGE | 136000.0 | Verified | Sep-2016 | Charged Off | n | https://lendingclub.com/browse/loanDetail.action?loan_id=88766045 | None | debt_consolidation | Debt consolidation | 928xx | CA | 33.22 | 0.0 | Mar-1974 | 690.0 | 694.0 | 3.0 | 65.0 | 69.0 | 21.0 | 3.0 | 39857.0 | 53.0 | 37.0 | f | 0.00 | 0.00 | 14821.640000 | 14798.48 | 7320.82 | 4026.07 | 57.04 | 3417.71 | 615.1878 | Jul-2017 | 2338.50 | None | Jan-2018 | 579.0 | 575.0 | 0.0 | 65.0 | 1.0 | Individual | NaN | NaN | None | 0.0 | 0.0 | 189691.0 | 4.0 | 5.0 | 3.0 | 3.0 | 4.0 | 149834.0 | 93.0 | 2.0 | 3.0 | 15213.0 | 72.0 | 75200.0 | 2.0 | 7.0 | 12.0 | 6.0 | 9485.0 | 22806.0 | 55.0 | 0.0 | 0.0 | 150.0 | 510.0 | 1.0 | 1.0 | 2.0 | 1.0 | NaN | 4.0 | NaN | 2.0 | 5.0 | 9.0 | 9.0 | 14.0 | 11.0 | 16.0 | 24.0 | 9.0 | 21.0 | 0.0 | 0.0 | 0.0 | 5.0 | 100.0 | 22.2 | 1.0 | 2.0 | 247974.0 | 189691.0 | 50700.0 | 172774.0 | NaN | NaN | NaN | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | N | None | None | None | NaN | NaN | None | None | None | NaN | NaN | None | NaN | NaN | NaN | Cash | N | None | None | None | NaN | NaN | NaN | 1 |
| 1552438 | 131832227 | None | 35000.0 | 35000.0 | 35000.0 | 36 months | 14.07 | 1197.41 | C | C3 | None | None | MORTGAGE | 50000.0 | Source Verified | May-2018 | Current | n | https://lendingclub.com/browse/loanDetail.action?loan_id=131832227 | None | debt_consolidation | Debt consolidation | 945xx | CA | 54.32 | 0.0 | Nov-2005 | 675.0 | 679.0 | 1.0 | 49.0 | NaN | 8.0 | 0.0 | 3182.0 | 44.2 | 24.0 | w | 26701.14 | 26701.14 | 11919.380000 | 11919.38 | 8298.86 | 3620.52 | 0.00 | 0.00 | 0.0000 | Mar-2019 | 1197.41 | Apr-2019 | Mar-2019 | 674.0 | 670.0 | 0.0 | NaN | 1.0 | Joint App | 150000.0 | 26.95 | Source Verified | 0.0 | 0.0 | 490998.0 | 3.0 | 3.0 | 2.0 | 4.0 | 6.0 | 98379.0 | 95.0 | 1.0 | 1.0 | 1357.0 | 75.0 | 7200.0 | 4.0 | 2.0 | 5.0 | 7.0 | 61375.0 | 3851.0 | 30.0 | 0.0 | 0.0 | 149.0 | 129.0 | 1.0 | 1.0 | 2.0 | 1.0 | 49.0 | 1.0 | 49.0 | 0.0 | 2.0 | 3.0 | 2.0 | 7.0 | 11.0 | 3.0 | 11.0 | 3.0 | 8.0 | 0.0 | 0.0 | 0.0 | 5.0 | 87.5 | 50.0 | 0.0 | 0.0 | 512302.0 | 101561.0 | 5500.0 | 115665.0 | 29529.0 | 695.0 | 699.0 | Oct-2004 | 0.0 | 2.0 | 13.0 | 63.5 | 5.0 | 13.0 | 0.0 | 0.0 | NaN | N | None | None | None | NaN | NaN | None | None | None | NaN | NaN | None | NaN | NaN | NaN | Cash | N | None | None | None | NaN | NaN | NaN | 0 |
| 854994 | 136649827 | None | 16000.0 | 16000.0 | 16000.0 | 36 months | 11.06 | 524.28 | B | B3 | Vice President | 2 years | RENT | 51000.0 | Source Verified | Jul-2018 | Current | n | https://lendingclub.com/browse/loanDetail.action?loan_id=136649827 | None | debt_consolidation | Debt consolidation | 141xx | NY | 24.96 | 0.0 | Oct-2010 | 680.0 | 684.0 | 0.0 | NaN | NaN | 8.0 | 0.0 | 15622.0 | 51.4 | 8.0 | w | 12886.44 | 12886.44 | 4184.410000 | 4184.41 | 3113.56 | 1070.85 | 0.00 | 0.00 | 0.0000 | Mar-2019 | 524.28 | Apr-2019 | Mar-2019 | 619.0 | 615.0 | 0.0 | NaN | 1.0 | Individual | NaN | NaN | None | 0.0 | 0.0 | 55204.0 | 1.0 | 2.0 | 0.0 | 1.0 | 15.0 | 39582.0 | 82.0 | 3.0 | 4.0 | 6628.0 | 70.0 | 30400.0 | 1.0 | 0.0 | 0.0 | 5.0 | 6901.0 | 13403.0 | 52.8 | 0.0 | 0.0 | 93.0 | 47.0 | 6.0 | 6.0 | 0.0 | 6.0 | NaN | 15.0 | NaN | 0.0 | 4.0 | 5.0 | 5.0 | 5.0 | 2.0 | 6.0 | 6.0 | 5.0 | 8.0 | 0.0 | 0.0 | 0.0 | 3.0 | 100.0 | 40.0 | 0.0 | 0.0 | 78906.0 | 55204.0 | 28400.0 | 48506.0 | NaN | NaN | NaN | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | N | None | None | None | NaN | NaN | None | None | None | NaN | NaN | None | NaN | NaN | NaN | DirectPay | N | None | None | None | NaN | NaN | NaN | 0 |
| 1992172 | 86985198 | None | 24000.0 | 24000.0 | 24000.0 | 60 months | 16.99 | 596.34 | D | D1 | RN | 2 years | MORTGAGE | 110000.0 | Not Verified | Aug-2016 | Charged Off | n | https://lendingclub.com/browse/loanDetail.action?loan_id=86985198 | None | debt_consolidation | Debt consolidation | 809xx | CO | 15.08 | 0.0 | Apr-2004 | 680.0 | 684.0 | 1.0 | NaN | NaN | 29.0 | 0.0 | 24669.0 | 81.7 | 48.0 | w | 0.00 | 0.00 | 11990.630000 | 11990.63 | 5540.32 | 5890.67 | 59.64 | 500.00 | 90.0000 | Aug-2018 | 50.00 | None | Mar-2019 | 584.0 | 580.0 | 0.0 | NaN | 1.0 | Individual | NaN | NaN | None | 0.0 | 0.0 | 474565.0 | 2.0 | 24.0 | 1.0 | 2.0 | 11.0 | 164960.0 | 103.0 | 1.0 | 3.0 | 15919.0 | 99.0 | 30200.0 | 2.0 | 1.0 | 6.0 | 6.0 | 16949.0 | 981.0 | 94.2 | 0.0 | 0.0 | 130.0 | 148.0 | 4.0 | 4.0 | 1.0 | 21.0 | NaN | 4.0 | NaN | 0.0 | 1.0 | 3.0 | 1.0 | 7.0 | 26.0 | 4.0 | 21.0 | 3.0 | 29.0 | 0.0 | 0.0 | 0.0 | 3.0 | 100.0 | 100.0 | 0.0 | 0.0 | 477076.0 | 189629.0 | 16900.0 | 160726.0 | NaN | NaN | NaN | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | N | None | None | None | NaN | NaN | None | None | None | NaN | NaN | None | NaN | NaN | NaN | Cash | Y | Jun-2018 | ACTIVE | Jun-2018 | 9641.0 | 50.0 | 18.0 | 1 |
| 974022 | 105051206 | None | 4800.0 | 4800.0 | 4800.0 | 36 months | 12.74 | 161.14 | C | C1 | Assistant Store Manager | 2 years | MORTGAGE | 50000.0 | Source Verified | Apr-2017 | Current | n | https://lendingclub.com/browse/loanDetail.action?loan_id=105051206 | None | debt_consolidation | Debt consolidation | 275xx | NC | 14.14 | 0.0 | Jun-2006 | 665.0 | 669.0 | 0.0 | 42.0 | NaN | 9.0 | 0.0 | 4279.0 | 93.0 | 12.0 | w | 1949.19 | 1949.19 | 3719.530000 | 3719.53 | 2850.81 | 868.72 | 0.00 | 0.00 | 0.0000 | Mar-2019 | 161.14 | Apr-2019 | Mar-2019 | 654.0 | 650.0 | 0.0 | 44.0 | 1.0 | Individual | NaN | NaN | None | 0.0 | 0.0 | 284696.0 | 0.0 | 4.0 | 1.0 | 1.0 | 9.0 | 30377.0 | 77.0 | 1.0 | 1.0 | 1159.0 | 79.0 | 4600.0 | 0.0 | 0.0 | 5.0 | 3.0 | 31633.0 | 256.0 | 89.8 | 0.0 | 0.0 | 130.0 | 77.0 | 11.0 | 9.0 | 1.0 | 33.0 | NaN | 8.0 | NaN | 2.0 | 3.0 | 4.0 | 3.0 | 3.0 | 7.0 | 4.0 | 4.0 | 4.0 | 9.0 | 0.0 | 0.0 | 0.0 | 3.0 | 58.3 | 100.0 | 0.0 | 0.0 | 297456.0 | 34656.0 | 2500.0 | 39524.0 | NaN | NaN | NaN | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | N | None | None | None | NaN | NaN | None | None | None | NaN | NaN | None | NaN | NaN | NaN | Cash | N | None | None | None | NaN | NaN | NaN | 0 |
| id | member_id | loan_amnt | funded_amnt | funded_amnt_inv | term | int_rate | installment | grade | sub_grade | emp_title | emp_length | home_ownership | annual_inc | verification_status | issue_d | loan_status | pymnt_plan | url | desc | purpose | title | zip_code | addr_state | dti | delinq_2yrs | earliest_cr_line | fico_range_low | fico_range_high | inq_last_6mths | mths_since_last_delinq | mths_since_last_record | open_acc | pub_rec | revol_bal | revol_util | total_acc | initial_list_status | out_prncp | out_prncp_inv | total_pymnt | total_pymnt_inv | total_rec_prncp | total_rec_int | total_rec_late_fee | recoveries | collection_recovery_fee | last_pymnt_d | last_pymnt_amnt | next_pymnt_d | last_credit_pull_d | last_fico_range_high | last_fico_range_low | collections_12_mths_ex_med | mths_since_last_major_derog | policy_code | application_type | annual_inc_joint | dti_joint | verification_status_joint | acc_now_delinq | tot_coll_amt | tot_cur_bal | open_acc_6m | open_act_il | open_il_12m | open_il_24m | mths_since_rcnt_il | total_bal_il | il_util | open_rv_12m | open_rv_24m | max_bal_bc | all_util | total_rev_hi_lim | inq_fi | total_cu_tl | inq_last_12m | acc_open_past_24mths | avg_cur_bal | bc_open_to_buy | bc_util | chargeoff_within_12_mths | delinq_amnt | mo_sin_old_il_acct | mo_sin_old_rev_tl_op | mo_sin_rcnt_rev_tl_op | mo_sin_rcnt_tl | mort_acc | mths_since_recent_bc | mths_since_recent_bc_dlq | mths_since_recent_inq | mths_since_recent_revol_delinq | num_accts_ever_120_pd | num_actv_bc_tl | num_actv_rev_tl | num_bc_sats | num_bc_tl | num_il_tl | num_op_rev_tl | num_rev_accts | num_rev_tl_bal_gt_0 | num_sats | num_tl_120dpd_2m | num_tl_30dpd | num_tl_90g_dpd_24m | num_tl_op_past_12m | pct_tl_nvr_dlq | percent_bc_gt_75 | pub_rec_bankruptcies | tax_liens | tot_hi_cred_lim | total_bal_ex_mort | total_bc_limit | total_il_high_credit_limit | revol_bal_joint | sec_app_fico_range_low | sec_app_fico_range_high | sec_app_earliest_cr_line | sec_app_inq_last_6mths | sec_app_mort_acc | sec_app_open_acc | sec_app_revol_util | sec_app_open_act_il | sec_app_num_rev_accts | sec_app_chargeoff_within_12_mths | sec_app_collections_12_mths_ex_med | sec_app_mths_since_last_major_derog | hardship_flag | hardship_type | hardship_reason | hardship_status | deferral_term | hardship_amount | hardship_start_date | hardship_end_date | payment_plan_start_date | hardship_length | hardship_dpd | hardship_loan_status | orig_projected_additional_accrued_interest | hardship_payoff_balance_amount | hardship_last_payment_amount | disbursement_method | debt_settlement_flag | debt_settlement_flag_date | settlement_status | settlement_date | settlement_amount | settlement_percentage | settlement_term | default_flag | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1214783 | 23964788 | None | 10000.0 | 10000.0 | 10000.0 | 36 months | 11.67 | 330.57 | B | B4 | Flagger | 1 year | RENT | 70000.0 | Source Verified | Aug-2014 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=23964788 | None | debt_consolidation | Debt consolidation | 347xx | FL | 6.43 | 0.0 | Aug-2005 | 680.0 | 684.0 | 1.0 | 47.0 | NaN | 7.0 | 0.0 | 1860.0 | 28.2 | 15.0 | f | 0.00 | 0.00 | 11884.972827 | 11884.97 | 10000.00 | 1884.97 | 0.0 | 0.00 | 0.0000 | May-2017 | 1306.73 | None | Mar-2018 | 799.0 | 795.0 | 0.0 | 47.0 | 1.0 | Individual | NaN | NaN | None | 0.0 | 0.0 | 16066.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 6600.0 | NaN | NaN | NaN | 4.0 | 2295.0 | 4340.0 | 30.0 | 0.0 | 0.0 | 104.0 | 108.0 | 18.0 | 7.0 | 0.0 | 18.0 | 74.0 | 5.0 | 74.0 | 2.0 | 4.0 | 4.0 | 5.0 | 10.0 | 4.0 | 6.0 | 11.0 | 4.0 | 7.0 | 0.0 | 0.0 | 0.0 | 1.0 | 92.9 | 20.0 | 0.0 | 0.0 | 21839.0 | 16066.0 | 6200.0 | 15239.0 | NaN | NaN | NaN | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | N | None | None | None | NaN | NaN | None | None | None | NaN | NaN | None | NaN | NaN | NaN | Cash | N | None | None | None | NaN | NaN | NaN | 0 |
| 1785902 | 7925273 | None | 2000.0 | 2000.0 | 2000.0 | 36 months | 7.62 | 62.33 | A | A3 | Officer | 8 years | MORTGAGE | 173321.0 | Source Verified | Oct-2013 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=7925273 | None | major_purchase | Police Rifle | 920xx | CA | 3.77 | 0.0 | May-1998 | 825.0 | 829.0 | 1.0 | NaN | NaN | 4.0 | 0.0 | 10.0 | 0.0 | 11.0 | f | 0.00 | 0.00 | 2048.901079 | 2048.90 | 2000.00 | 48.90 | 0.0 | 0.00 | 0.0000 | Feb-2014 | 1862.49 | None | Feb-2014 | 799.0 | 795.0 | 0.0 | NaN | 1.0 | Individual | NaN | NaN | None | 0.0 | 0.0 | 392227.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 28000.0 | NaN | NaN | NaN | 1.0 | 98057.0 | 27990.0 | 0.0 | 0.0 | 0.0 | 173.0 | 188.0 | 51.0 | 13.0 | 1.0 | 51.0 | NaN | 0.0 | NaN | 0.0 | 1.0 | 1.0 | 2.0 | 3.0 | 4.0 | 2.0 | 6.0 | 1.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 100.0 | 0.0 | 0.0 | 0.0 | 441425.0 | 23606.0 | 28000.0 | 38344.0 | NaN | NaN | NaN | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | N | None | None | None | NaN | NaN | None | None | None | NaN | NaN | None | NaN | NaN | NaN | Cash | N | None | None | None | NaN | NaN | NaN | 0 |
| 1460881 | 141924811 | None | 3000.0 | 3000.0 | 3000.0 | 36 months | 15.02 | 104.03 | C | C3 | Service Technician | 3 years | MORTGAGE | 41000.0 | Source Verified | Oct-2018 | Current | n | https://lendingclub.com/browse/loanDetail.action?loan_id=141924811 | None | major_purchase | Major purchase | 327xx | FL | 9.40 | 1.0 | Jan-2007 | 685.0 | 689.0 | 1.0 | 19.0 | NaN | 6.0 | 0.0 | 6826.0 | 68.3 | 14.0 | w | 2659.17 | 2659.17 | 517.650000 | 517.65 | 340.83 | 176.82 | 0.0 | 0.00 | 0.0000 | Mar-2019 | 104.03 | Apr-2019 | Mar-2019 | 684.0 | 680.0 | 0.0 | NaN | 1.0 | Individual | NaN | NaN | None | 0.0 | 1087.0 | 136992.0 | 1.0 | 1.0 | 1.0 | 1.0 | 11.0 | 1645.0 | 69.0 | 1.0 | 1.0 | 4717.0 | 68.0 | 10000.0 | 1.0 | 0.0 | 2.0 | 2.0 | 22832.0 | 2410.0 | 73.2 | 0.0 | 0.0 | 136.0 | 141.0 | 4.0 | 4.0 | 1.0 | 26.0 | NaN | 4.0 | NaN | 0.0 | 2.0 | 3.0 | 3.0 | 4.0 | 5.0 | 4.0 | 8.0 | 3.0 | 6.0 | 0.0 | 0.0 | 0.0 | 2.0 | 78.6 | 33.3 | 0.0 | 0.0 | 164493.0 | 8471.0 | 9000.0 | 2400.0 | NaN | NaN | NaN | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | N | None | None | None | NaN | NaN | None | None | None | NaN | NaN | None | NaN | NaN | NaN | Cash | N | None | None | None | NaN | NaN | NaN | 0 |
| 52489 | 65602779 | None | 35000.0 | 35000.0 | 35000.0 | 36 months | 13.67 | 1190.62 | C | C4 | IT Manager | 10+ years | RENT | 77000.0 | Source Verified | Nov-2015 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=65602779 | None | debt_consolidation | Debt consolidation | 114xx | NY | 23.83 | 0.0 | Mar-2001 | 700.0 | 704.0 | 0.0 | 48.0 | NaN | 8.0 | 0.0 | 29878.0 | 58.4 | 15.0 | w | 0.00 | 0.00 | 42981.713076 | 42981.71 | 35000.00 | 7981.71 | 0.0 | 0.00 | 0.0000 | Dec-2018 | 1190.40 | None | Dec-2018 | 644.0 | 640.0 | 0.0 | 48.0 | 1.0 | Individual | NaN | NaN | None | 0.0 | 0.0 | 44541.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 51200.0 | NaN | NaN | NaN | 1.0 | 5568.0 | 14293.0 | 67.3 | 0.0 | 0.0 | 87.0 | 176.0 | 16.0 | 16.0 | 0.0 | 16.0 | NaN | 16.0 | NaN | 1.0 | 4.0 | 5.0 | 4.0 | 7.0 | 3.0 | 6.0 | 11.0 | 5.0 | 8.0 | 0.0 | 0.0 | 0.0 | 0.0 | 93.3 | 25.0 | 0.0 | 0.0 | 89770.0 | 44541.0 | 43700.0 | 38570.0 | NaN | NaN | NaN | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | N | None | None | None | NaN | NaN | None | None | None | NaN | NaN | None | NaN | NaN | NaN | Cash | N | None | None | None | NaN | NaN | NaN | 0 |
| 878411 | 111710396 | None | 35000.0 | 35000.0 | 35000.0 | 60 months | 16.02 | 851.51 | C | C5 | sales | 5 years | MORTGAGE | 70000.0 | Verified | Jun-2017 | Current | n | https://lendingclub.com/browse/loanDetail.action?loan_id=111710396 | None | credit_card | Credit card refinancing | 779xx | TX | 34.49 | 0.0 | Apr-2011 | 690.0 | 694.0 | 1.0 | NaN | NaN | 13.0 | 0.0 | 26148.0 | 87.5 | 17.0 | w | 26257.43 | 26257.43 | 16952.320000 | 16952.32 | 8742.57 | 8209.75 | 0.0 | 0.00 | 0.0000 | Feb-2019 | 851.51 | Apr-2019 | Mar-2019 | 689.0 | 685.0 | 0.0 | NaN | 1.0 | Joint App | 140000.0 | 21.86 | Verified | 0.0 | 0.0 | 208326.0 | 2.0 | 3.0 | 1.0 | 2.0 | 6.0 | 40881.0 | 76.0 | 1.0 | 2.0 | 4186.0 | 80.0 | 29900.0 | 0.0 | 7.0 | 1.0 | 4.0 | 16025.0 | 2108.0 | 83.8 | 0.0 | 0.0 | 74.0 | 55.0 | 6.0 | 6.0 | 1.0 | 6.0 | NaN | 3.0 | NaN | 0.0 | 4.0 | 9.0 | 4.0 | 4.0 | 7.0 | 9.0 | 9.0 | 9.0 | 13.0 | 0.0 | 0.0 | 0.0 | 2.0 | 100.0 | 75.0 | 0.0 | 0.0 | 233872.0 | 67029.0 | 13000.0 | 53744.0 | 58043.0 | 640.0 | 644.0 | May-2002 | 1.0 | 1.0 | 21.0 | 44.2 | 3.0 | 23.0 | 0.0 | 1.0 | NaN | N | None | None | None | NaN | NaN | None | None | None | NaN | NaN | None | NaN | NaN | NaN | Cash | N | None | None | None | NaN | NaN | NaN | 0 |
| 1124423 | 36221023 | None | 13800.0 | 13800.0 | 13800.0 | 60 months | 14.31 | 323.33 | C | C4 | Relationship Banker | 4 years | RENT | 55000.0 | Source Verified | Dec-2014 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=36221023 | None | debt_consolidation | Debt consolidation | 950xx | CA | 10.10 | 0.0 | Oct-1998 | 685.0 | 689.0 | 0.0 | NaN | NaN | 8.0 | 0.0 | 8462.0 | 58.8 | 13.0 | f | 0.00 | 0.00 | 16596.300000 | 16596.30 | 13800.00 | 2796.30 | 0.0 | 0.00 | 0.0000 | Jul-2016 | 10798.30 | None | Nov-2018 | 704.0 | 700.0 | 1.0 | NaN | 1.0 | Individual | NaN | NaN | None | 0.0 | 98.0 | 14205.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 14400.0 | NaN | NaN | NaN | 3.0 | 1776.0 | 1778.0 | 82.2 | 0.0 | 0.0 | 193.0 | 132.0 | 8.0 | 8.0 | 0.0 | 8.0 | NaN | NaN | NaN | 0.0 | 5.0 | 6.0 | 5.0 | 8.0 | 3.0 | 7.0 | 10.0 | 6.0 | 8.0 | 0.0 | 0.0 | 0.0 | 3.0 | 100.0 | 80.0 | 0.0 | 0.0 | 26104.0 | 14205.0 | 10000.0 | 11704.0 | NaN | NaN | NaN | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | N | None | None | None | NaN | NaN | None | None | None | NaN | NaN | None | NaN | NaN | NaN | Cash | N | None | None | None | NaN | NaN | NaN | 0 |
| 1094987 | 69543895 | None | 21450.0 | 21450.0 | 21450.0 | 60 months | 19.89 | 566.99 | E | E3 | Resolution specialist | 10+ years | RENT | 61000.0 | Verified | Jan-2016 | Charged Off | n | https://lendingclub.com/browse/loanDetail.action?loan_id=69543895 | None | debt_consolidation | Debt consolidation | 086xx | NM | 18.98 | 1.0 | Nov-1997 | 675.0 | 679.0 | 0.0 | 1.0 | NaN | 16.0 | 0.0 | 9940.0 | 34.9 | 34.0 | w | 0.00 | 0.00 | 8223.930000 | 8223.93 | 2528.70 | 3684.49 | 0.0 | 2010.74 | 361.9332 | Dec-2016 | 566.99 | None | Jun-2017 | 544.0 | 540.0 | 0.0 | 1.0 | 1.0 | Individual | NaN | NaN | None | 1.0 | 0.0 | 33281.0 | 0.0 | 2.0 | 0.0 | 0.0 | 30.0 | 23341.0 | 63.0 | 0.0 | 3.0 | 1428.0 | 51.0 | 28500.0 | 0.0 | 0.0 | 0.0 | 3.0 | 2773.0 | 7393.0 | 21.4 | 0.0 | 0.0 | 151.0 | 218.0 | 13.0 | 13.0 | 1.0 | 26.0 | 57.0 | 13.0 | 57.0 | 2.0 | 2.0 | 7.0 | 7.0 | 14.0 | 5.0 | 14.0 | 28.0 | 8.0 | 16.0 | 1.0 | 0.0 | 1.0 | 0.0 | 85.3 | 0.0 | 0.0 | 0.0 | 65585.0 | 33281.0 | 9400.0 | 37085.0 | NaN | NaN | NaN | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | N | None | None | None | NaN | NaN | None | None | None | NaN | NaN | None | NaN | NaN | NaN | Cash | N | None | None | None | NaN | NaN | NaN | 1 |
| 1646935 | 443361 | None | 10000.0 | 10000.0 | 9975.0 | 36 months | 11.14 | 328.04 | B | B1 | Santa Barbara Bank and Trust | 3 years | RENT | 30000.0 | Not Verified | Sep-2009 | Charged Off | n | https://lendingclub.com/browse/loanDetail.action?loan_id=443361 | I would like to apply for a $10,000 loan to payoff all credit cards. | debt_consolidation | Consolidate Credit Cards | 931xx | CA | 12.92 | 0.0 | Jun-1997 | 725.0 | 729.0 | 0.0 | NaN | NaN | 8.0 | 0.0 | 14257.0 | 29.5 | 9.0 | f | 0.00 | 0.00 | 7430.310000 | 7411.76 | 5419.46 | 1754.41 | 0.0 | 256.44 | 46.0494 | Jan-2012 | 186.19 | None | Oct-2016 | 604.0 | 600.0 | 0.0 | NaN | 1.0 | Individual | NaN | NaN | None | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | N | None | None | None | NaN | NaN | None | None | None | NaN | NaN | None | NaN | NaN | NaN | Cash | N | None | None | None | NaN | NaN | NaN | 1 |
| 1832920 | 5773597 | None | 17000.0 | 17000.0 | 17000.0 | 36 months | 6.03 | 517.41 | A | A1 | Anheuser-Busch In-Bev | 10+ years | MORTGAGE | 90000.0 | Verified | Jul-2013 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=5773597 | None | credit_card | Credit card refinancing | 230xx | VA | 17.11 | 0.0 | Nov-1976 | 715.0 | 719.0 | 0.0 | 29.0 | NaN | 11.0 | 0.0 | 16769.0 | 39.3 | 34.0 | w | 0.00 | 0.00 | 18626.525843 | 18626.53 | 17000.00 | 1626.53 | 0.0 | 0.00 | 0.0000 | Jul-2016 | 517.17 | None | Jul-2016 | 714.0 | 710.0 | 0.0 | 29.0 | 1.0 | Individual | NaN | NaN | None | 0.0 | 0.0 | 117549.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 42700.0 | NaN | NaN | NaN | 1.0 | 11755.0 | 23232.0 | 41.8 | 0.0 | 0.0 | 140.0 | 445.0 | 22.0 | 22.0 | 7.0 | 35.0 | NaN | NaN | NaN | 1.0 | 4.0 | 5.0 | 4.0 | 10.0 | 12.0 | 7.0 | 14.0 | 5.0 | 11.0 | 0.0 | 0.0 | 0.0 | 0.0 | 97.0 | 0.0 | 0.0 | 0.0 | 170399.0 | 38440.0 | 39900.0 | 43699.0 | NaN | NaN | NaN | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | N | None | None | None | NaN | NaN | None | None | None | NaN | NaN | None | NaN | NaN | NaN | Cash | N | None | None | None | NaN | NaN | NaN | 0 |
| 1383604 | 144657889 | None | 40000.0 | 40000.0 | 40000.0 | 60 months | 16.14 | 975.71 | C | C4 | RN | 8 years | MORTGAGE | 125000.0 | Not Verified | Dec-2018 | Current | n | https://lendingclub.com/browse/loanDetail.action?loan_id=144657889 | None | credit_card | Credit card refinancing | 570xx | SD | 15.79 | 0.0 | Aug-1997 | 705.0 | 709.0 | 0.0 | 42.0 | NaN | 8.0 | 0.0 | 32596.0 | 98.8 | 19.0 | w | 38669.13 | 38669.13 | 2855.400000 | 2855.40 | 1330.87 | 1524.53 | 0.0 | 0.00 | 0.0000 | Mar-2019 | 975.71 | Apr-2019 | Mar-2019 | 729.0 | 725.0 | 0.0 | 42.0 | 1.0 | Individual | NaN | NaN | None | 0.0 | 0.0 | 162189.0 | 0.0 | 4.0 | 0.0 | 0.0 | 62.0 | 37475.0 | 7.0 | 0.0 | 0.0 | 15850.0 | 65.0 | 33000.0 | 0.0 | 0.0 | 0.0 | 0.0 | 20274.0 | 317.0 | 98.8 | 0.0 | 0.0 | 256.0 | 178.0 | 63.0 | 62.0 | 2.0 | 126.0 | NaN | NaN | NaN | 0.0 | 2.0 | 3.0 | 2.0 | 4.0 | 12.0 | 3.0 | 5.0 | 3.0 | 8.0 | 0.0 | 0.0 | 0.0 | 0.0 | 94.7 | 100.0 | 0.0 | 0.0 | 227194.0 | 70071.0 | 27000.0 | 62694.0 | NaN | NaN | NaN | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | N | None | None | None | NaN | NaN | None | None | None | NaN | NaN | None | NaN | NaN | NaN | Cash | N | None | None | None | NaN | NaN | NaN | 0 |